Jigyaasa
  • Home
No Result
View All Result
Jigyaasa
  • Home
No Result
View All Result
Jigyaasa
No Result
View All Result

Feature Engineering and Selection (Book Review)

Subhanshu Singh by Subhanshu Singh
जून 26, 2020
in Artificial Intelligence
0
feature-engineering-and-selection-(book-review)
0
VIEWS
Share on FacebookShare on Twitter

Data preparation is the process of transforming raw data into learning algorithms.

In some cases, data preparation is a required step in order to provide the data to an algorithm in its required input format. In other cases, the most appropriate representation of the input data is not known and must be explored in a trial-and-error manner in order to discover what works best for a given model and dataset.

Max Kuhn and Kjell Johnson have written a new book focused on this important topic of data preparation and how to get the most out of your data on a predictive modeling project with machine learning algorithms. The title of the book is “Feature Engineering and Selection: A Practical Approach for Predictive Models” and it was released in 2019.

In this post, you will discover my review and breakdown of the book “Feature Engineering and Selection” on the topic of data preparation for machine learning.

Let’s dive in!

Feature Engineering and Selection (Book Review)

Feature Engineering and Selection (Book Review)

Overview

This tutorial is divided into three parts; they are:

  1. Feature Engineering and Selection
  2. Breakdown of the Book
  3. Final Thoughts on the Book

Feature Engineering and Selection

“Feature Engineering and Selection: A Practical Approach for Predictive Models” is a book written by Max Kuhn and Kjell Johnson and published in 2019.

Kuhn and Johnson are the authors of one of my favorite books on practical machine learning titled “Applied Predictive Modeling,” published in 2013. And Kuhn is also the author of the popular caret R package for machine learning. As such, any book they publish, I will immediately buy and devour.

This new book is focused on the problem of data preparation for machine learning.

The authors highlight that although fitting and evaluating models is routine, achieving good performance for a predictive modeling problem is highly dependent upon how the data is prepared.

Despite our attempts to follow these good practices, we are sometimes frustrated to find that the best models have less-than-anticipated, less-than-useful useful predictive performance. This lack of performance may be due to […] relevant predictors that were collected are represented in a way that models have trouble achieving good performance.

— Page xi, “Feature Engineering and Selection,” 2019.

They refer to the process of preparing data for modeling as “feature engineering.”

This is a slightly different definition than I am used to. I would call it “data preparation” or “data preprocessing” and hold “feature engineering” apart as a subtask focused on systematic steps for creating new input variables from existing data.

Nevertheless, I see where they are coming from, as all data preparation could fit that definition.

Adjusting and reworking the predictors to enable models to better uncover predictor- response relationships has been termed feature engineering.

— Page xi, “Feature Engineering and Selection,” 2019.

They motivate the book by pointing out that we cannot know the most appropriate data representation to use in order to achieve the best predictive modeling performance.

That we may need to systematically test a suite of representations in order to discover what works best. This matches the empirical approach that I recommend in general, which is rarely discussed, although comforting to see in a textbook.

… we often do not know the best re-representation of the predictors to improve model performance. […] we may need to search many alternative predictor representations to improve model performance.

— Page xii, “Feature Engineering and Selection,” 2019.

Given the importance of data preparation in order to achieve good performance on a dataset, the book is focused on highlighting specific data preparation techniques and how to use them.

The goals of Feature Engineering and Selection are to provide tools for re-representing predictors, to place these tools in the context of a good predictive modeling framework, and to convey our experience of utilizing these tools in practice.

— Page xii, “Feature Engineering and Selection,” 2019.

Like their previous book, all worked examples are in R, and in this case, the source code is available from the book’s GitHub project.

Also, unlike the previous book, the complete contents of the book are also available for free online:

  • Feature Engineering and Selection, Official Website.

Next, let’s take a closer look at the topics covered by the book.

Breakdown of the Book

The book is divided into 12 chapters

They are:

  • Chapter 1. Introduction
  • Chapter 2. Illustrative Example: Predicting Risk Ischemic Stroke
  • Chapter 3. A Review of the Predictive Modeling Process
  • Chapter 4. Exploratory Visualizations
  • Chapter 5. Encoding Categorical Predictors
  • Chapter 6. Engineering Numeric Predictors
  • Chapter 7. Detecting Interaction Effects
  • Chapter 8. Handling Missing Data
  • Chapter 9. Working with Profile Data
  • Chapter 10. Feature Selection Overview
  • Chapter 11. Greedy Search Methods
  • Chapter 12. Global Search Methods

Let’s take a closer look at each chapter.

Chapter 1. Introduction

The introductory chapter provides a good overview of the challenge of predictive modeling.

It starts by highlighting the important distinction between descriptive and predictive models.

… the prediction of a particular value (such as arrival time) reflects an estimation problem where our goal is not necessarily to understand if a trend or fact is genuine but is focused on having the most accurate determination of that value. The uncertainty in the prediction is another important quantity, especially to gauge the trustworthiness of the value generated by the model.

— Page 1, “Feature Engineering and Selection,” 2019.

Importantly, the chapter emphasizes the need for data preparation in order to get the most out of a predictive model on a project.

The idea that there are different ways to represent predictors in a model, and that some of these representations are better than others, leads to the idea of feature engineering—the process of creating representations of data that increase the effectiveness of a model.

— Page 3, Feature Engineering and Selection, 2019.

As an introduction, a number of foundational topics are covered that you should probably already be familiar with, including:

  • Overfitting
  • Supervised and Unsupervised Procedures
  • No Free Lunch
  • The Model Versus the Modeling Process
  • Model Bias and Variance
  • Experience-Driven Modeling and Empirically Driven Modeling
  • Big Data

I really like that they point out the iterative nature of the predictive modeling process. That it is not a single pass through data as is often discussed elsewhere.

When modeling data, there is almost never a single model fit or feature set that will immediately solve the problem. The process is more likely to be a campaign of trial and error to achieve the best results.

— Page 16, “Feature Engineering and Selection,” 2019.

I also really like that they hammer home just how much the chosen representation of the input data impacts the performance of a model and we just cannot guess how well a given representation will allow a model to perform.

The effect of feature sets can be much larger than the effect of different models. The interplay between models and features is complex and somewhat unpredictable.

— Page 16, “Feature Engineering and Selection,” 2019.

Chapter 2. Illustrative Example: Predicting Risk Ischemic Stroke

As the name suggests, this chapter aims to make the process of predictive modeling concrete with a worked example.

As a primer to feature engineering, an abbreviated example is presented with a modeling process […] For the purpose of illustration, this example will focus on exploration, analysis fit, and feature engineering, through the lens of a single model (logistic regression).

— Page 21, Feature Engineering and Selection, 2019.

Chapter 3. A Review of the Predictive Modeling Process

This chapter reviews the process of predictive modeling with a focus on how and where data preparation fits into the process.

It covers concerns such as:

  • Measuring Performance
  • Data Splitting
  • Resampling
  • Tuning Parameters and Overfitting
  • Model Optimizing and Tuning
  • Comparing Models Using the Training Set
  • Feature Engineering Without Overfitting

The important takeaway from this chapter is that the application of data preparation in the process is critical, as a misapplication can result in data leakage and overfitting.

In order for any resampling scheme to produce performance estimates that generalize to new data, it must contain all of the steps in the modeling process that could significantly affect the model’s effectiveness.

— Pages 54-55, “Feature Engineering and Selection,” 2019.

The solution is to fit data preparation on the training dataset only, then apply the fit transforms on the test set and other datasets as needed. This is a best practice in predictive modeling when using train/test splits and k-fold cross-validation.

To provide a solid methodology, we should constrain ourselves to developing the list of preprocessing techniques, estimate them only in the presence of the training data points, and then apply the techniques to future data (including the test set).

— Page 55, “Feature Engineering and Selection,” 2019.

Chapter 4. Exploratory Visualizations

This chapter focuses on an important step to perform prior to data preparation, namely take a close look at the data.

The authors suggest using data visualization techniques to first understand the target variable that is being predicted, then to focus on the input variables. This information can then be used to inform the types of data preparation methods to explore.

One of the first steps of the exploratory data process when the ultimate purpose is to predict a response, is to create visualizations that help elucidate knowledge of the response and then to uncover relationships between the predictors and the response.

— Page 65, “Feature Engineering and Selection,” 2019.

Chapter 5. Encoding Categorical Predictors

This chapter focuses on alternate representations for categorical variables that summarize qualitative information.

Categorical or nominal predictors are those that contain qualitative data

— Page 93, “Feature Engineering and Selection,” 2019.

Categorical variables may have a rank-order relationship (ordinal) or have no such relationship (nominal).

Simple categorical variables can also be classified as ordered or unordered. […] Ordered and unordered factors might require different approaches for including the embedded information in a model.

— Page 93, “Feature Engineering and Selection,” 2019.

This includes techniques such as dummy variables, hashing, and embeddings.

Chapter 6. Engineering Numeric Predictors

This chapter focuses on alternate representations for numerical variables that summarize qualitative information.

The objective of this chapter is to develop tools for converting these types of predictors into a form that a model can better utilize.

— Page 121, “Feature Engineering and Selection,” 2019.

There are many well-understood problems that we may observe with numerical variables such as:

  • Variables have different scales.
  • Skewed probability distributions.
  • Outliers or extreme values.
  • Bimodal distribution.
  • Complex interrelationships.
  • Redundant information.

Interestingly, the authors represent a suite of techniques organized by the effect each method has on the input variable. That is, whether the method operates on one input variable or many and produces a single result or many, e.g.:

  • One-to-One
  • One-to-Many
  • Many-to-Many

This includes a host of methods, such as data scaling, power transforms, and projection methods.

Chapter 7. Detecting Interaction Effects

This chapter focuses on a topic that is often overlooked, which is the study of how variables interact in a dataset.

Technically, interaction refers to those variables that together have more or less effect than if the variables are considered in isolation.

For many problems, additional variation in the response can be explained by the effect of two or more predictors working in conjunction with each other. […] More formally, two or more predictors are said to interact if their combined effect is different (less or greater) than what we would expect if we were to add the impact of each of their effects when considered alone.

— Page 157, “Feature Engineering and Selection,” 2019.

This topic is often overlooked in the context of data preparation, as it is often believed that the learning algorithms used in predictive modeling will learn any relevant interrelationships between the variables that assist in predicting the target variable.

Chapter 8. Handling Missing Data

This chapter focuses on the problem of missing observations in the available data.

It is an important topic because most data has missing or corrupt values, or it will if the dataset is scaled up.

Missing data are not rare in real data sets.

— Page 157, “Feature Engineering and Selection,” 2019.

After reviewing causes for missing data and data visualizations that help to understand the scope of missing values in a dataset, the chapter works through three main solutions:

  • Delete data with missing values.
  • Encode missing values so models can learn about them.
  • Impute missing values from available data.

Chapter 9. Working With Profile Data

This chapter provides a case study of data preparation methods for profile data.

It might be poorly named, but has to do with data with dependencies at different scales, e.g. how to do useful data prep with data at day/week/month scope on a given dataset (e.g. hierarchical structures).

Since the goal is to make daily predictions, the profile of within-day weather measurements should be somehow summarized at the day level in a manner that preserves the potential predictive information. For this example, daily features could include the mean or median of the numeric data and perhaps the range of values within a day.

— Page 205, “Feature Engineering and Selection,” 2019.

I found it entirely uninteresting, I’m afraid. But I’m sure it would be the most interesting chapter to anyone currently working with this type of data.

Chapter 10. Feature Selection Overview

This chapter motivates the need for feature selection as the selection of the most relevant inputs, not the target variable that is being predicted.

… some may not be relevant to the outcome. […] there is a genuine need to appropriately select predictors for modeling.

— Page 227, “Feature Engineering and Selection,” 2019.

In addition to lifting model performance, selecting fewer input variables can make the model more interpretable, although often at the cost of model skill. This is a common trade-off seen in predictive modeling.

… there is often a trade-off between predictive performance and interpretability, and it is generally not possible to maximize both at the same time.

— Page 227, “Feature Engineering and Selection,” 2019.

A framework of three methods is used to organize feature selection methods, including:

  • Intrinsic/Implicit Feature Selection.
  • Filter Feature Selection.
  • Wrapper Feature Selection.

Feature selection methodologies fall into three general classes: intrinsic (or implicit) methods, filter methods, and wrapper methods.

— Page 228, “Feature Engineering and Selection,” 2019.

The remaining two chapters also focus on feature selection.

Chapter 11. Greedy Search Methods

This chapter focuses on methods that evaluate features one at a time and then select subsets of features that score well.

This includes methods that calculate the strength of a statistical relationship between the input and the target and methods that reiteratively delete features from the dataset and evaluate a model each step.

A simple approach to identifying potentially predictively important features is to evaluate each feature individually. […] Simple filters are ideal for finding individual predictors. However, this approach does not take into account the impact of multiple features together.

— Page 255, “Feature Engineering and Selection,” 2019.

Chapter 12. Global Search Methods

This chapter focuses on global search algorithms that test different subsets of features based on the performance of the models fit on those features.

Global search methods can be an effective tool for investigating the predictor space and identifying subsets of predictors that are optimally related to the response. […] Although the global search approaches are usually effective at finding good feature sets, they are computationally taxing.

— Page 281, “Feature Engineering and Selection,” 2019.

This includes well-known global stochastic search algorithms such as simulated annealing and genetic algorithms.

Final Thoughts on the Book

I think this is the much needed missing textbook on data preparation.

I also think that if you are a serious machine learning practitioner, you need a copy.

If you are familiar with both R and Python for machine learning, the book highlights just how far libraries like Python/scikit-learn have to go to catch-up to the R/caret ecosystem.

When it comes to data preparation, I don’t think worked examples are as useful as they are when demonstrating algorithms. Perhaps it is just me and my preference. Given how different each dataset is in terms of number, type, and composition of features, demonstrating data preparation on standard datasets is not a helpful teaching aide.

What I would prefer is a more systematic coverage of the problems we may see in raw data when it comes to modeling and how each data preparation method addresses it. E.g. I’d love a long catalog of methods, how they work, and when to use them rather than prose about each method.

Anyway, that is just me pushing hard on how to make the book better or an alternate vision of the material. It’s a must-have, no doubt.

Further Reading

This section provides more resources on the topic if you are looking to go deeper.

  • Feature Engineering and Selection: A Practical Approach for Predictive Models, 2019.
  • Applied Predictive Modeling, 2013.
  • Feature Engineering and Selection, Official Website.
  • Feature Engineering and Selection, GitHub.

Summary

In this post, you discovered my review and breakdown of the book Feature Engineering and Selection on the topic of data preparation for machine learning.

Have you read the book?


Let me know what you think of it in the comments below.

Do you have any questions?


Ask your questions in the comments below and I will do my best to answer.

Tags: aiartificial intelligenceData Preparationmachine learning
Previous Post

How to Perform Feature Selection With Numerical Input Data

Next Post

Brainsourcing automatically identifies human preferences

Next Post

Brainsourcing automatically identifies human preferences

प्रातिक्रिया दे जवाब रद्द करें

आपका ईमेल पता प्रकाशित नहीं किया जाएगा. आवश्यक फ़ील्ड चिह्नित हैं *

Category

  • -core
  • -inch
  • -year-old
  • 'anti-procrastination'
  • 'bang'
  • 'gold'
  • 'plug
  • 'Trending'
  • 0
  • 000 mah battery
  • 1
  • 10 billion dollars
  • 100gb
  • 11th gen
  • 1mii
  • 1mii deals
  • 2
  • 2-in-1
  • 2020 election
  • 2020 elections
  • 2020 presidential election
  • 20th century fox
  • 20th century studios
  • 2d
  • 2in1
  • 3.5 ghz
  • 35th
  • 360hz
  • 3d printing
  • 3dprinting
  • 4-series
  • 4k
  • 50 states of fright
  • 5g
  • 64-megapixel camera
  • 65
  • 8bitdo
  • 8k
  • a dark path
  • a10
  • a20
  • a20 gen 2
  • a40
  • a40tr
  • a50 wireless
  • abide
  • abortion
  • absentee ballots
  • Academy
  • acadiana mall
  • accelerated
  • accept sender
  • accepting
  • accessibility
  • accessibility center of excellence
  • acer
  • acer deals
  • acer spin 7
  • acerspin7
  • Acorn
  • action camera
  • action figures
  • active noise cancellation
  • Activision
  • activision blizzard
  • Activists
  • actually
  • ada
  • adam savage
  • addicted
  • administration
  • adobe
  • adopt
  • adrian smith
  • ads
  • adult swim
  • advanced optimus
  • advertising
  • affect
  • affordable
  • African
  • After
  • after math
  • aftermath
  • agriculture
  • ai
  • air carrier
  • air pollution
  • air quality
  • air travel
  • aircraft
  • AirDrop
  • airline
  • airplanes
  • airpods pro
  • airports
  • Airtel
  • ajit pai
  • alex winter
  • alexa
  • alexa for residential
  • alibaba
  • alice braga
  • alien addiction
  • aliens
  • Alienware
  • alienware 25
  • alienware 27
  • alienware 38
  • alienware deals
  • alipay
  • all up
  • all-electric
  • alpha global
  • alphabay
  • alphabet
  • alphabet workers union
  • alter
  • Amateur
  • amazfit
  • amazing
  • amazon
  • amazon alexa
  • amazon deals
  • amazon echo
  • amazon flex
  • amazon pay
  • amazon prime
  • amazon prime air
  • amazon prime video
  • amazon.subtember
  • Amazon's
  • amazonalexa
  • amazonpay
  • Ambient
  • amd
  • AMD's
  • American
  • american horror story
  • Amnesia
  • Among
  • amongst
  • ampere
  • analysis
  • anarchists
  • anc
  • Ancient
  • andrea riseborough
  • andrea stewart
  • android
  • android 10
  • android auto
  • android automotive
  • android tablet
  • Android's
  • android10
  • androidtablet
  • animal crossing
  • animation
  • anime
  • anker
  • anker deals
  • annihilation
  • anniversary
  • announcements
  • announces
  • anode
  • Another
  • ant man 3
  • antenna
  • anthony carrigan
  • anti-cheat
  • anti-tracking
  • antibiotics
  • antibodies
  • antibody
  • anticipated
  • antifa
  • antitrust
  • Antiviral
  • antlers
  • anwr
  • anxiety
  • anxious
  • anya taylor joy
  • anyone
  • Aorus
  • apartments
  • apollo 11
  • apologizes
  • app
  • app store
  • apparel
  • appeals
  • apple
  • apple arcade
  • apple arm
  • apple deals
  • apple health
  • apple inc
  • apple rumors
  • apple safari
  • apple silicon
  • apple store
  • apple tv
  • apple vs epic
  • apple watch
  • apple watch series 3
  • Apple's
  • application
  • approaching
  • approximately
  • apps
  • ar
  • Arcade
  • arcade stick
  • archives
  • arctic
  • arctic national wildlife refuge
  • area51m
  • argument
  • arm
  • arnold schwarzenneger
  • art gallery
  • artemis mission
  • Artificial Intelligence
  • arturia
  • asobo studio
  • asphalt
  • Assassin's
  • astro
  • astro gaming
  • Astro's
  • astrogaming
  • Astronomers
  • astronomy
  • Astrophysics
  • asus rog strix scar g15
  • asus rog strix scar g15 review
  • Asus'
  • at home fitness
  • at&t
  • atomic
  • attach
  • Attackers
  • Attacking
  • attempts
  • attorney general
  • auction
  • audible
  • audio
  • audiobooks
  • augmented reality
  • augmented reality glasses
  • august
  • august wifi smart lock
  • aukey
  • aukey deals
  • Aurora
  • australia
  • Australia's
  • Australian
  • australian police
  • Authenticator
  • Authorities
  • authors
  • autofocus
  • automation
  • Autonomous
  • autonomous vehicle
  • Autophagy
  • autopilot
  • autopilot system
  • autoplay
  • av
  • available
  • avatar the last airbender
  • Avengers
  • aviation
  • ayo edibiri
  • azula
  • babies
  • baby yoda
  • backhaul
  • backwards compatibility
  • bacteria
  • balloon
  • ban
  • barrierfree
  • bass
  • batman
  • batman the animated series
  • batmobile
  • batteries
  • battery
  • Battery-free
  • battle
  • battle royale
  • bay area
  • be prepared
  • Beating
  • beats
  • beats deals
  • beautiful
  • beauty
  • bedding
  • bedroom
  • beer
  • behavior
  • behind the scenes
  • Being
  • Belgian
  • believed
  • Bering
  • bering sea
  • best buy deals
  • best of gizmodo
  • beta
  • bethesda
  • bh deals
  • bh photo deals
  • bicycle
  • biden
  • biden-harris
  • big boys
  • big mouth
  • big oil
  • bigger
  • biggest
  • bike
  • bill and ted face the music
  • bill barr
  • bill sienkiewicz
  • billion
  • billy crystal
  • biocontainment
  • biodiversity
  • biohackers
  • biohacking
  • biological
  • bird box
  • Birds
  • bitcoin
  • Black
  • black christmas
  • black hole
  • black lives matter
  • black panther
  • black widow
  • Blade
  • blast
  • blink
  • blink indoor
  • blink outdoor
  • block
  • blocks
  • blogging
  • Blood
  • blood-clotting
  • blu de barrio
  • blu hunt
  • Blu-ray
  • bluetooth
  • bluetooth headphones
  • bluetooth speaker
  • bluetooth speakers
  • bmi
  • board games
  • boat parade
  • boats
  • bob mcleod
  • Bobble
  • bolsonaro
  • bomberman
  • boneless chicken wings
  • book review
  • books
  • bookshelf injection
  • boosts
  • bounce music
  • box office
  • boxes
  • boycott
  • Boyega
  • braille
  • brain
  • brain computer interface
  • brain computer interfaces
  • brain-machine interface
  • Brainstem
  • brand-new
  • branding
  • brandon cronenberg
  • brazil
  • breakdown
  • breaks
  • breast
  • brigette lundy paine
  • brings
  • broadband
  • broadcast
  • brookings institution press
  • brooklyn
  • browser
  • budget
  • budget laptops
  • bug
  • bug fixes
  • bugs
  • build
  • builds
  • bulk collection
  • bulk data collection
  • bullshit resistance school
  • burned
  • burning
  • burrowing
  • business
  • business laptops
  • butterfly
  • buyers guide
  • bytedance
  • cadmium
  • cake
  • california
  • california wildfires
  • call of duty
  • call of duty black ops cold war
  • call of duty league
  • call of duty: warzone
  • called
  • callofduty
  • callofdutyblackopscoldwar
  • callofdutyleague
  • Calls
  • calltoaction
  • Cambrian
  • camera
  • cameras
  • campaign
  • campaign signs
  • Can't
  • cancer
  • cancer alley
  • canine
  • Canon
  • captain america
  • captions
  • capture
  • Capturing
  • car classifications
  • carbon
  • carcinogens
  • cars
  • cartivator
  • cary elwes
  • cases
  • cassandra clare
  • catnap
  • cbs
  • cbs all access
  • cd projekt red
  • cdc
  • cdl
  • cdpr
  • celebrates
  • Cells
  • Celtics
  • censorship
  • century
  • centurylink
  • chadwick boseman
  • chair
  • chairs
  • chamois
  • Champion
  • Championship
  • chance
  • Change
  • changes
  • channel zero
  • charging stations
  • charity
  • charlie heaton
  • cheap
  • cheaper
  • cheapest
  • cheating
  • Check
  • checked
  • cher wang
  • chest
  • chicago
  • chicken wings
  • Children
  • childrens books
  • childs play
  • china
  • Chinese
  • chips
  • chipset
  • choir
  • Cholesterol
  • chris claremont
  • chris matheson
  • christmas
  • christopher abbott
  • christopher nolan
  • chrome
  • Chromebooks
  • chucky
  • CineBeam
  • citadel
  • cities
  • city council meeting
  • civil liberties
  • Clarifying
  • class
  • classes
  • Classic
  • clean
  • Cleaning
  • clients
  • Climate
  • climate change
  • climate policy
  • clint barton
  • Clippers
  • clothing
  • cloud
  • cloud computing
  • cloud storage
  • Cloudflare
  • club pro+ tws
  • clusterfucks
  • coastal communities
  • Coaxing
  • cobra jet
  • cobra kai
  • cod
  • coffee
  • collaborative
  • college sports
  • Color
  • colorado
  • colors
  • comcast
  • Comey
  • comics
  • comixology
  • commerce
  • commerce department
  • common
  • commutes
  • company
  • competition
  • complaint
  • completely
  • complimentary
  • compound
  • Comprehensive
  • computational
  • computer
  • computer building
  • computer security
  • computers
  • computing
  • concept art
  • concerning
  • confirmed
  • confirms
  • Connacht
  • connected home
  • connectedhome
  • consciousness
  • conservation
  • Conserve
  • conspiracies
  • conspirators
  • Constant
  • construct
  • Consume
  • consumer tech
  • contact tracing
  • contaminated
  • contamination
  • content moderation
  • continuous
  • contract
  • contractor
  • contractors
  • contracts
  • control
  • controller
  • convert
  • convertible
  • cooking
  • cops
  • cord cutters
  • cordless
  • coronavirus
  • corsair
  • cortisone
  • cosplay
  • costs
  • Could
  • countless
  • courts
  • covertly
  • covid 19
  • covid 19 reopening
  • COVID-
  • cpu
  • cpus
  • created
  • Creativity
  • Creed
  • creepypasta
  • crime
  • criteria
  • critical race theory
  • Croatia
  • cross-site tracking
  • crossover
  • crowdfunding
  • crunchyroll
  • crusher evo
  • Crysis
  • crystal dynamics
  • current
  • cx 400bt
  • CyberGhost
  • Cyberpunk
  • cybersecurity
  • cytokine
  • dangerous
  • daniel prude
  • dark shadows
  • dark web
  • darling
  • darpa
  • das
  • data
  • data portability
  • data privacy
  • data security
  • data transfer project
  • dating
  • david benioff
  • david polfeldt
  • davidbenioff
  • Daylight
  • daylight saving time
  • db weiss
  • dbweiss
  • dc
  • dc comics
  • dc fandome
  • ddos
  • ddos attacks
  • deadly
  • deals
  • dean parisot
  • death
  • debunks
  • debuts
  • Decades-old
  • Deciphering
  • decisions
  • declares
  • deep learning
  • deepfake
  • deepfakes
  • deepmind
  • DeepMind's
  • defending democracy program
  • deficiency
  • deforestation
  • del rey
  • delay
  • delays
  • deletes
  • deliveries
  • delivery
  • dell
  • dell deals
  • demanding
  • democratic party
  • demonstrate
  • demonstrates
  • Demonstrating
  • denim
  • Department
  • department of commerce
  • department of defense
  • Dependence
  • Depot
  • Depression
  • deron j powell
  • Descent
  • describes
  • design
  • designation
  • designers
  • details
  • detecting
  • detection
  • determine
  • dev patel
  • develop
  • developers
  • development
  • developmental
  • device
  • devices
  • dexamethasone
  • diabetes
  • Diabetes-in-a-dish
  • diagnostic
  • didn't
  • diesel
  • diets
  • differing
  • digital
  • digital cameras
  • digital diversions
  • Digital's
  • Dimensity
  • dinosaur
  • dipayan ghosh
  • direct
  • disabilities
  • disasters
  • Discord
  • discount
  • discover
  • discovered
  • Discovering
  • discovers
  • discovery
  • disenchantment
  • disney
  • disney plus
  • disney plus hotstar
  • disneyplus
  • display
  • displayhdr 600
  • Disrespect
  • dissociation
  • distance learning
  • ditch
  • Division
  • diy
  • dji
  • Djokovic
  • dlc
  • dlss
  • dna
  • do all the letters of the alphabet next you cowards
  • docs
  • dod
  • Dodder
  • doesn't
  • dogs
  • doing
  • doj
  • Dollars
  • dolphins
  • don mancini
  • don't
  • donald trump
  • donation
  • donnie yen
  • doom
  • doom eternal
  • doom ii
  • doometernal
  • doorbell
  • doorbell cams
  • doorbells
  • dorm
  • download
  • dragoncon
  • dragster
  • dramatically
  • dream edition
  • Dreamcast
  • drivers
  • driving
  • drone
  • drone delivery
  • drones
  • dropbox
  • drug-resistant
  • drugs
  • dryer
  • dual-screen
  • dune
  • dungeons and dragons
  • duo evo plus
  • Dynabook
  • dynamics
  • Dyson
  • dystopia
  • e-commerce
  • e-ink
  • e-mail
  • ea
  • earbuds
  • earlier
  • Earliest
  • Early
  • earnings
  • earth league international
  • earth observation
  • Earth's
  • easter
  • easter eggs
  • ecg
  • echo auto
  • echo buds
  • echoauto
  • ecofascism
  • economy
  • ed solomon
  • edgar wright
  • edge
  • Edinburgh
  • Edison
  • edison software
  • Edition
  • education
  • edward snowden
  • Effective
  • Elderly
  • election
  • election 2020
  • elections
  • electric
  • electric car
  • electric scooters
  • electric truck
  • electric vehicle
  • electrical
  • electrolyte
  • electron
  • electronic
  • electronic arts
  • electronic skin
  • elephant
  • elephants
  • elon musk
  • emails
  • embedded
  • Emergency
  • emissions
  • enables
  • enc
  • ending
  • endurance peak 2
  • endurance peak ii
  • energy
  • engadget podcast
  • engadgetdeals
  • engadgetpodcast
  • engadgetupscaled
  • Engineers
  • England
  • enhance
  • Enjoy
  • entertainment
  • Entry-level
  • environment
  • environmental protection agency
  • eoin colfer
  • epa
  • epic
  • epic games
  • epic vs apple
  • Epic’s
  • epicgames
  • episode
  • equipped
  • Erangel
  • eshop
  • espionage
  • esports
  • esportssg
  • establish
  • Estrogen
  • eta
  • Europe's
  • European
  • eurorack
  • euthanasia
  • euv
  • ev
  • Every
  • evictions
  • evidence
  • evolution
  • examines
  • excellent
  • exclusive
  • exercise
  • exist
  • expanded universe
  • expands
  • expensive
  • experience accessibility team
  • Experimental
  • explains
  • explorer project
  • export
  • exposure
  • exposure notification
  • extension
  • extinction
  • extreme e
  • extreme ultraviolet
  • extremee
  • exxon
  • exxonmobil
  • faa
  • face masks
  • face shields
  • facebook
  • facebook live
  • facebook wrote a press release
  • Facebook's
  • facilities
  • factors
  • failure
  • Failures
  • fainting
  • fake
  • fake events
  • fake news
  • fakes
  • falcon 9
  • fall 2020
  • fall guys
  • families
  • fascism
  • fast
  • fastest
  • Fastly
  • FAU-G
  • fbi
  • fcc
  • fda
  • FDA's
  • feature
  • federal communications commission
  • federalcommunicationscommission
  • fediverse
  • fedot tumusov
  • Felix
  • Females
  • femtech
  • fertility tech
  • fibre
  • Fidelio
  • Fidelity
  • fields
  • Figuring
  • film
  • finally
  • finally multicolor hue lightstrips
  • Finding
  • finds
  • Finest
  • fingerprint reader
  • fire tv
  • first
  • first amendment
  • fisa
  • fitbit
  • fitbit charge 4
  • fitness
  • fitness bands
  • fitness gear
  • fitness trackers
  • Fitter
  • five eyes
  • flash
  • flaunts
  • flexible
  • flexible display
  • Flight
  • flight simulator 2020
  • flint
  • flood
  • Floppy'
  • florida
  • flowering
  • flying car
  • flying taxis
  • fold 2
  • foldable
  • foldable phone
  • foldables
  • folding
  • Following
  • food
  • food justice
  • food security
  • Food-web
  • football
  • footwear
  • forces
  • forcibly
  • ford
  • fordpass
  • forecast
  • foreign
  • forests
  • Forget
  • fortnite
  • Fortnite's
  • Forty-Year-Old
  • Forward-thinking
  • forwarding limit
  • Fossil
  • fossils
  • found
  • fountain pens
  • fox news
  • fox soccer plus
  • France
  • fraud
  • free
  • free comics
  • free speech
  • free-to-play
  • freshwater
  • Friday
  • frontier
  • fuck fossil fuels
  • Fujifilm
  • full frame cameras
  • full-frame
  • Functions
  • Fungi
  • future
  • g-sync
  • g-sync ultimate
  • g9
  • gadgetry
  • gadgets
  • Galaxy
  • galaxy a42 5g
  • galaxy book flex
  • galaxy book flex 5g
  • galaxy buds plus
  • galaxy fit
  • galaxy fit 2
  • galaxy fold
  • galaxy s20
  • galaxy s20 fan edition
  • galaxy s20 ultra
  • galaxy tab a7
  • galaxy watch 3
  • galaxy z fold 2
  • galaxy z fold 2 5g
  • galaxy z fold2
  • galaxybookflex
  • galaxybookflex5g
  • gallery
  • game & watch
  • game boy
  • game of thrones
  • game-breaking
  • gameboy
  • gameofthrones
  • Gamers
  • games
  • Gamifying
  • gaming
  • gaming desktops
  • gaming gear
  • gaming laptop
  • gaming laptops
  • gaming monitor
  • gaming shelf
  • gas pump
  • gas station
  • gaspump
  • gasstation
  • gear
  • geforce
  • geforce rtx
  • geforce rtx 2060
  • geforce rtx 3080
  • geforcertx3080
  • gene kozicki
  • generous
  • Genes
  • Genetic
  • genetics
  • Genome
  • Genomic
  • Germany
  • Germany's
  • getting
  • getting out
  • giancarlo esposito
  • Giant
  • gig economy
  • gig workers
  • gizmos
  • glaciers
  • glitch
  • global tel link
  • Globalization
  • Gmail
  • go vacation
  • godzilla vs kong
  • gofundme
  • goltv
  • gong li
  • google
  • google ad policy
  • google ads
  • google assistant
  • google assistant snapshot
  • google chrome
  • google docs
  • google drive
  • google images
  • google kids space
  • google magenta
  • google maps
  • google play
  • google podcasts
  • Google's
  • googlekidsspace
  • gopro
  • gorilla glass
  • gotten
  • gpu
  • gpus
  • Graduate
  • Grand
  • grand central publishing
  • graphic neural network
  • graphically-impressive
  • graphics
  • graphics card
  • graphics cards
  • gravitational wave
  • Gravity
  • gravity waves
  • green drone
  • grills
  • groceries
  • growth
  • guidance
  • guidelines
  • guides
  • Guilt
  • Gulls
  • gwichin
  • hackers
  • hacking
  • hairdye
  • halloween
  • Handgrip
  • handing
  • handle
  • happens
  • happier
  • haptics
  • hard truths
  • harder
  • hardware
  • harvard
  • harvard university
  • harvarduniversity
  • hashes
  • Hastings
  • have your cake and eat it too
  • hawc
  • hawk rev vampire slayers
  • hawkeye
  • hbo
  • hbo max
  • hdr10+
  • headache
  • headed
  • headphones
  • headpohones
  • headset
  • headsets
  • health
  • Hearing
  • heart
  • heat wave
  • heat-free
  • Heavy
  • Hedge
  • heliophysics
  • hell to the no
  • hellfeed
  • hello games
  • Helminth
  • Helping
  • henry zaga
  • hepa
  • Here's
  • herman cain
  • heroes
  • hey email app
  • higher
  • highfire
  • hillary clinton
  • hints
  • hisense
  • history
  • hitting the books
  • hittingthebooks
  • holiday
  • holidays
  • home
  • home entertainment
  • home fitness
  • home schooling
  • home security
  • home theater
  • homepage
  • homepod
  • homesecurity
  • homework gap
  • honeybees
  • honeysuckle
  • honor
  • Honor's
  • horror
  • horsepower
  • Hostgator
  • hosting
  • hosts
  • hot toys
  • Hotspots'
  • hotstar
  • House
  • households
  • how to
  • hp
  • hp deals
  • htc
  • Huawei
  • Hubble
  • hue play gradient
  • hugo weaving
  • human
  • Hunter
  • hunters
  • hurricane katrina
  • hurricane laura
  • hurricane season
  • hybrid
  • hypersonic
  • hypersonic missiles
  • hypertension
  • hyperx
  • Hyrule
  • i miss midi music
  • ian alexander
  • iap
  • ice ice maybe
  • ice on thin ice
  • Iceland
  • icloud
  • id software
  • id.4
  • ideas
  • Identification
  • identified
  • identify
  • identity theft
  • idw
  • ifa
  • ifa 2020
  • ifa2020
  • ihome
  • ihome deals
  • imac
  • images
  • imitate
  • immunity
  • immuno-acceptance
  • immunotherapy
  • impacts
  • important
  • improved
  • Improving
  • in-app purchases
  • inc
  • includes
  • income
  • incorrect
  • increase
  • increased
  • India
  • Indian
  • indie
  • individuals
  • indoor
  • inexpensive
  • Infants
  • infection
  • infections
  • infinity ward
  • Inflammation
  • influencer
  • influencers
  • Informing
  • informs
  • infotainment
  • Ingenious
  • initiation
  • injunction
  • Inkjet
  • Insect
  • Insight
  • Insights
  • insta360
  • insta360 one r
  • Instagram
  • instagram reels
  • instagram stories
  • installation
  • Instant
  • instant pot
  • instant pot smart wifi
  • instruments
  • insulin
  • integrated graphics
  • intel
  • intel core i9
  • intel deals
  • intel evo
  • intel xe graphics
  • intelevo
  • interact
  • interior
  • intermediate-mass black hole
  • intermittent computing
  • international
  • internet
  • internet archive
  • internet balloons
  • internet culture
  • internet research agency
  • interventions
  • interview
  • introduce
  • introduces
  • introducing
  • intrusive
  • invest
  • Investigational
  • investment
  • invests
  • invoice
  • ios
  • ios 13
  • ios 13.7
  • ios 14
  • ios13
  • ios14
  • iot
  • ip54
  • ipad
  • ipad air
  • ipad os 14
  • ipados14
  • iPhone
  • iphone 12
  • iphone 12 pro
  • iphone 4
  • iphone 6
  • ipod
  • Islanders
  • isotope
  • israel
  • Italian
  • italy
  • items
  • its business time
  • japan
  • jason scott lee
  • jaxjox
  • jbl
  • jbl clip 4
  • jbl go 3
  • jbl partybox 310
  • jbl partybox on-the-go
  • jbl xtreme 3
  • JBL's
  • jeans
  • jedi
  • jeff bezos
  • jeff bond
  • jennifer jason leigh
  • jenny slate
  • jet li
  • jetpacks
  • jim butcher
  • JioFiber
  • jj abrams
  • joe biden
  • johnson johnson
  • jon favreau
  • jonathan majors
  • jordan eldredge
  • jordan peele
  • josh boone
  • josh guillory
  • journalism
  • juicer
  • july 4th
  • Jumping'
  • jumpstarts
  • jurassic world dominion
  • jurnee smollett
  • just transition
  • Justice
  • juul
  • jw nijman
  • jw rinzler
  • kamala harris
  • Karaoke
  • karate kid
  • kate bishop
  • kate bush
  • keanu reeves
  • Keeping
  • kenosha
  • kevin conway
  • keyboards
  • keystep
  • keystep pro
  • kick stage
  • Kidneys
  • kids
  • killer
  • king of sweden
  • kinja deals
  • konami
  • koofr
  • kotaku core
  • kotakucore
  • lab-grown
  • Labor
  • lafayette police chief scott morgan
  • laika
  • Lakers
  • lana wachowski
  • landlords
  • laptop
  • laptops
  • large attachments
  • largest
  • laser
  • laser tv
  • latest
  • launch
  • launch complex 2
  • launched
  • launches
  • laura ingraham
  • laurencefishburne
  • lawsuit
  • lawsuits
  • layout
  • leader
  • leading
  • leading-edge
  • League
  • league of legends
  • league of legends championship series
  • leak
  • leakages
  • Leaked
  • leaks
  • leaky buckets
  • learn
  • Legends
  • legion
  • legion slim 7i
  • Leinster
  • Lemonade
  • lenovo
  • lenovo legion 7
  • lenovo legion slim 7i
  • lenovo smart clock
  • lenovo smart clock essential
  • lenovo tab m10 hd gen 2
  • lenovo tab p11 pro
  • lenovo yoga
  • lenovo yoga 9i
  • leopard
  • lessen
  • letting
  • lev grossman
  • level
  • lewis hamilton
  • lg
  • lg deals
  • lg wing
  • lgbtq
  • license
  • licensing
  • lidar
  • lifestyle
  • light
  • Lightning
  • lightsabers
  • lightstrips
  • lightweight
  • ligo
  • linked
  • Links
  • Linux
  • lite
  • lithography
  • Little
  • liu cixin
  • liu yifei
  • liucixin
  • live
  • live sports
  • livestream
  • livestreaming
  • lo-fi
  • lo-fi player
  • local news
  • Locating
  • location
  • lockhart
  • lockheed martin
  • Loggerhead
  • logitech
  • logo
  • longread
  • looks
  • loon
  • loses
  • louisiana
  • lovecraft country
  • lovecraft country recaps
  • low-cost
  • Lowe's
  • lower ninth ward
  • lpddr5
  • lsc
  • lucasfilm
  • Lucid
  • lucid air
  • lucid motors
  • LucidLink
  • lucifer
  • Lumix
  • lutron
  • m night shyamalan
  • macbook
  • macbook air
  • macbook pro
  • mach 5
  • mach-e
  • machine learning
  • magenta
  • Magenta's
  • magicbook pro 16
  • magnet
  • magsafe
  • mail
  • mail in ballots
  • mail-in voting
  • Mail's
  • maintain
  • maisie williams
  • makes
  • Making
  • malaria
  • males
  • Managing
  • Mandalorian
  • Mandalorian's
  • mandy patinkin
  • manipulated media
  • map
  • mapping
  • marijuana
  • marine
  • Mario
  • mario kart
  • mario kart live
  • mario kart live home circuit
  • mark zuckerberg
  • market
  • Marketing
  • martial arts
  • marvel
  • marvel cinematic universe
  • marvel comics
  • marvel studios
  • Marvel's
  • marvelentertainment
  • marvels avengers
  • masks
  • massive entertainment
  • massiveentertainment
  • mastodon
  • mastodons
  • mate 40
  • MatePad
  • material
  • mathematical
  • Matric
  • matt ruff
  • matter
  • matterport
  • mattress
  • mattresses
  • mauritius
  • max-q
  • meat
  • mechanical
  • media
  • MediaTek
  • mediatonic
  • medicine
  • mega city one
  • mega-shark
  • meghan markle
  • meghanmarkle
  • meh deals
  • members
  • memes
  • memory
  • mental health
  • mentality
  • mergers and acquistions
  • messages
  • messenger
  • metadata
  • metal gear solid
  • Meteorite
  • method
  • metroid
  • miami
  • michael k williams
  • Microbes
  • microfiber
  • Microgel
  • Microsoft
  • microsoft edge
  • Microsoft's
  • mid-range
  • Middle
  • midi
  • midi controller
  • migrations
  • miir deals
  • military technology
  • militias
  • Millions
  • Minecraft–
  • Miniature
  • minimize
  • mining
  • mirrorless
  • mirrorless cameras
  • misha green
  • misinformation
  • mistakes
  • mite-y
  • mixed reality
  • mixes
  • mobil
  • mobile
  • mobile phones
  • Mobile's
  • mocks
  • model
  • model 3
  • model s
  • model x
  • model y
  • moderna
  • modification
  • mods
  • modular synthesizer
  • mojang
  • molecular
  • Molecule
  • monique candelaria
  • monitor
  • Monitoring
  • Monsters
  • months
  • moon
  • morally bankrupt exploitative shitbags
  • more oled laptops please
  • mortality
  • motherandroid
  • motor vehicles
  • Motorola
  • motorola one
  • motorola one 5g
  • Motorola's
  • Motors
  • mouse
  • moveaudio s200
  • movie
  • movie theaters
  • movies
  • movies anywhere
  • mozilla firefox
  • mq direct deals
  • mr carey
  • msi
  • msi summit
  • msi summit series
  • MSI's
  • mulan
  • multiverses
  • Munster
  • Murray
  • museum
  • museums
  • music
  • music making
  • music quiz
  • musical instruments
  • Musk's
  • mustang
  • mustang mach-e
  • mutations
  • myneato
  • mystery
  • mystery jetpack
  • myths
  • naked
  • naming
  • Nanoearthquakes
  • nanomachine
  • nasa
  • national security agency
  • Nations
  • Natural
  • Nature
  • naughty dog
  • Neanderthals
  • neato
  • neato d10
  • neato d8
  • neato d9
  • nebraska
  • needles
  • needs
  • Neglected
  • nemesis
  • neon
  • nest
  • nest hello
  • netflix
  • networks
  • neuralink
  • neurons
  • new mutants
  • new orleans
  • new swift 5 and swift 3 from acer
  • new tab page
  • new years eve
  • newegg
  • newegg deals
  • newest
  • Newly
  • news
  • newsletter
  • newyork
  • next-gen
  • nfl
  • nfl network
  • nfl redzone
  • ngo
  • nhra nationals
  • nhtsa
  • nick antosca
  • nickelodeon
  • nicolas cage
  • nike
  • nike deals
  • niki caro
  • nikola tesla
  • ninebot
  • ninja
  • nintendo
  • nintendo switch
  • nintendo switch deals
  • Nitro
  • no man's sky
  • no time to die
  • noah ringer
  • noise
  • noise cancelling
  • noise-canceling
  • Nokia
  • nokia 3310
  • Nominet
  • north korea
  • north pole
  • northern
  • nos4a2
  • nostalgia
  • not the fun jedi saga
  • notebook
  • notice
  • Novak
  • Novel
  • novels
  • nsa
  • nsa scandal
  • nubia watch
  • nubia watch review
  • Nuclear
  • Nuggets
  • nuke
  • Nurses
  • nvidai
  • nvidia
  • nvidia geforce
  • nvidia rtx 3070
  • nvidia rtx 3080
  • nvidia rtx 3090
  • Nvidia’s
  • nvidiageforce
  • nxtpaper
  • nyc
  • nypd
  • Ocean
  • oceans
  • oculus quest
  • offer
  • offered
  • offering
  • offers
  • official
  • oil and gas
  • oil spill
  • older
  • Olufsen's
  • olympics
  • on demand
  • oneplus
  • oneplus 7t
  • oneplus watch
  • online
  • online dating application
  • OnlyFans
  • onmail
  • open the flood gates
  • opens
  • operating
  • operating systems
  • Operation
  • opioids
  • Oracle
  • orbit
  • oregon trail
  • origami
  • origin
  • Orion
  • orion pictures
  • others
  • our garbage president
  • outage
  • outages
  • Outbreak
  • Overcast's
  • overheating
  • OVHcloud
  • oxygen
  • P-Series
  • p40 pro
  • pacemakers
  • packages
  • packs
  • paleontology
  • panasonic
  • panasonic lumix s5
  • Panasonic's
  • Pandemic
  • Panther
  • paper
  • paper based electronics
  • paramount
  • participate
  • partybox
  • pascal
  • password
  • patch
  • patent
  • Pattinson
  • pavement
  • paying
  • payments
  • paypal
  • pbug
  • pc
  • pc gaming
  • pc/ laptops
  • pco
  • peacock
  • Peculiar
  • peddling to nowhere
  • pedro pascal
  • peloton
  • penguin random house
  • pens
  • Pentagon
  • People
  • permafrost
  • permanent
  • permanently
  • permuted press
  • Personal
  • personal computing
  • personal data
  • personalization
  • petrochemicals
  • pfizer
  • Philips
  • philips hue
  • phone
  • phone cases
  • phone trees
  • phones
  • Photography
  • photon
  • Photos
  • pictures
  • pilot
  • pins
  • Pinterest
  • pinterest today
  • pique your interest
  • Pixel
  • plague rallies
  • planetary
  • planetary science
  • plans
  • Plant
  • plants
  • Plasmin
  • plastic
  • plastic pollution
  • platforms
  • play store
  • playstation
  • playstation 4
  • playstation 5
  • playstation vr
  • playstation4
  • playstationvr
  • please help my brain its very sick
  • please no
  • pleasure
  • plugin
  • poaching
  • poco x3
  • pocox3
  • podcast
  • podcasts
  • point-of-care
  • pokemon go
  • polar orbit
  • Polestar
  • polestar 2
  • police
  • police shootings
  • policy
  • Political
  • political ads
  • politics
  • Pollination
  • populations
  • porsche
  • Portable
  • portable speaker
  • portable speakers
  • portfolios
  • Portugal
  • possessor
  • Possible
  • Post-COVID
  • postal apocalypse
  • postal service
  • potential
  • powerful
  • powertrain
  • practical magic
  • pre-order
  • Predator
  • predator x25
  • predict
  • predictions
  • pregnancy
  • pregnancy tests
  • prehistoric
  • premier access
  • Premiere
  • premium
  • preorder
  • preorders
  • prepared
  • presents
  • president
  • president trump
  • presige 14 evo
  • pressure cooker
  • pressure-lowering
  • presumably
  • Preventing
  • preview
  • price
  • price drop
  • prices
  • primal
  • Prime
  • prime air
  • prime deliveries
  • prime gaming
  • prime video
  • prince harry
  • princeharry
  • principles
  • print
  • printer
  • Prior
  • prison phone app
  • privacy
  • privacy and security
  • problems
  • processor
  • processors
  • product
  • Products
  • Program
  • programs
  • prohibited
  • project
  • project 10 million
  • project athena
  • projector
  • projectors
  • proof
  • Proposed
  • props
  • propulsion
  • prosthetics
  • protein
  • protests
  • prototype
  • provide
  • ps plus
  • ps vr
  • ps1
  • ps2
  • ps3
  • ps4
  • ps5
  • psvr
  • pubg
  • pubg corporation
  • pubg mobile
  • pubg mobile nordic map
  • pubgmsg
  • purchase
  • purchased
  • purdue university
  • putting
  • pxo
  • qanon
  • qopy notes
  • quadruple
  • Qualcomm
  • qualcomm snapdragon
  • qualcomm snapdragon 8cx gen 2
  • Qualcomm's
  • quantum
  • quarter mile
  • quicker
  • quickly
  • quoll
  • quote
  • quote tweet
  • race
  • race car
  • racing
  • racism
  • Radiocarbon
  • Radiologists
  • Raised
  • ralph macchio
  • ram
  • rami ismail
  • RAMPOW
  • randomised
  • Raptors
  • rare earth metals
  • ray-tracing
  • raytheon
  • raytracing
  • razer
  • razer blade 15
  • razer deals
  • Razer's
  • razr
  • razr 2
  • reaches
  • readily
  • real estate
  • reality
  • Realme
  • realtor
  • recent
  • recipe
  • recommended reading
  • record
  • recreading
  • redesign
  • Redmi
  • reels
  • reface
  • reflex
  • reflex latency analyzer
  • refresh rate
  • Regional
  • regulates
  • regulating
  • regulation
  • reinfection
  • release
  • release date
  • released
  • releasedate
  • releases
  • releasing
  • relic
  • reliever
  • relocation
  • remain
  • remote
  • remote learning
  • remote vehicle setup
  • remove
  • removed
  • renewable energy
  • rental
  • repair
  • Report
  • reportedly
  • reporting
  • representation
  • reproductive health
  • reproductive justice
  • Republican
  • republicans
  • Research
  • Researchers
  • resembles
  • reset
  • resignation
  • resolution
  • Resource
  • respiratory
  • response
  • restriction
  • retail
  • Retest
  • retro
  • retro gaming
  • return
  • return of the jedi
  • retweet
  • retweet with comment
  • reunite
  • reusable
  • reusable spacecraft
  • revealed
  • reveals
  • Revel
  • reverse engineering
  • review
  • reviews
  • Revolt
  • reweaving
  • rexlex
  • rhythm
  • rian johnson
  • rianjohnson
  • richard branson
  • richard donner
  • rick snyder
  • right
  • right wing extremism
  • rights
  • ring
  • riot games
  • rip
  • risks
  • rival
  • riverdale
  • rmit university
  • roadmap
  • roads
  • roav
  • roav deals
  • Robert
  • robert pattinson
  • robert reiner
  • robin wright
  • robot
  • robotic
  • robotic vacuum
  • robots
  • rocket
  • rocket lab
  • rocket league
  • rockets
  • room
  • room 104
  • rosamund pike
  • rosamundpike
  • rough
  • routes
  • royal family
  • royalfamily
  • rtx
  • rtx 30 series
  • rtx 3000
  • rtx 3070
  • rtx 3080
  • rtx 3090
  • rumor
  • rumors
  • running
  • rupert murdoch
  • rural
  • russia
  • s1
  • safety
  • sale
  • sales
  • samara weaving
  • samsung
  • samsung deals
  • samsung galaxy fit2
  • samsung unpacked
  • Samsung's
  • san francisco
  • sandragon 8cx
  • Santana
  • sars cov 2
  • satechi
  • satellite
  • satellites
  • saucy nugs
  • savings
  • scam
  • scams
  • scandals
  • scanwatch
  • school
  • schools
  • sci fi
  • science
  • Scientist
  • scientists
  • scorched
  • score
  • scott pruitt
  • scream 5
  • screen
  • screen pass
  • sd-03
  • Seagate
  • sean bean
  • sean murray
  • seanan mcguire
  • season
  • section 702
  • security
  • security breaches
  • security hacker
  • sedan
  • seeds
  • sega
  • segway
  • segway es2
  • select
  • self driving car
  • self-centered
  • self-driving
  • self-organizing
  • sells
  • semi-autonomous
  • Sennheiser
  • sensing
  • sensor
  • September
  • sequencer
  • sequencing
  • Serena
  • Serengeti
  • Series
  • series 3
  • services
  • Severe
  • Shade
  • Shadowlands
  • shares
  • sharing
  • shenmue
  • shenmue 3
  • shield
  • shopping
  • short-throw projector
  • shortcut
  • shortcuts
  • shows
  • shudder
  • shut up and take my money
  • siberia
  • sick days
  • side deal deals
  • sidedeals
  • sights
  • signs
  • Silicon
  • Silver
  • simply
  • simulating
  • simulation
  • singapore
  • singing
  • sinkholes
  • skin
  • skullcandy
  • skydrive
  • skyscraper
  • slack
  • sleep
  • small
  • smart
  • smart clock
  • smart glasses
  • smart home
  • smart homes
  • smart lighting
  • smart lights
  • smart lock
  • smart speakers
  • smarthome
  • smartlighting
  • smartlock
  • smartphone
  • smartphones
  • smartwatch
  • smartwatches
  • smic
  • smoker
  • smoking
  • snapdragon
  • snapdragon 732g
  • snapdragon 765
  • snapdragon 8cx
  • snapdragon 8cx gen 2
  • social
  • social distancing
  • social life
  • social media
  • social media mistakes
  • social network
  • social networking
  • sociology
  • software
  • solar
  • solo pro
  • solve
  • Songbirds
  • Sonos
  • sony
  • Sony's
  • soundbar
  • south korea
  • southern route
  • space
  • space race
  • spacecraft
  • spaceflight
  • spacelopnik
  • spaceshiptwo
  • SpaceX
  • Spain
  • sparks
  • speaker
  • speakers
  • Special
  • species
  • specifications
  • spectre x360 13
  • speed
  • spent
  • spike
  • spin off
  • split inbox
  • split-second
  • Splitting
  • sports
  • sports plus
  • Spotify-owned
  • spread
  • sputnik v
  • square enix
  • st patricks day
  • stadia
  • Stage
  • stanford university
  • star trek
  • star trek 4
  • star trek discovery
  • star trek the motion picture
  • star trek the motion pictureinside the art and visual effects
  • star wars
  • star wars galaxys edge
  • star wars rebels
  • star wars the high republic
  • star wars the last jedi
  • star wars the rise of skywalker
  • Starlink
  • starlink hits streaming milestone
  • starship
  • start
  • starts
  • starwars
  • state
  • states
  • stationary
  • stationary bike
  • statistics
  • steady
  • stealth 15m
  • Steam
  • steelseries
  • stephen hawking
  • steroids
  • steven spielberg
  • stick
  • stop-motion animation
  • store
  • stories
  • story
  • stranger things
  • stream
  • streaming
  • streaming video
  • streaming wars
  • strength
  • Stress
  • Strix
  • Strokes
  • Strong
  • Structural
  • Structure
  • student
  • Study
  • sturgis
  • sub-6
  • subscription codes
  • subsurface oceans
  • subterranean oceans
  • Subtypes
  • success
  • suffering
  • suicide
  • suicide prevention
  • suited
  • summit b
  • summit e
  • summit series
  • sunglasses
  • sunlight
  • sunrise movement
  • sunscreen
  • Super
  • super bomberman r
  • super bomberman r online
  • super mario
  • super mario 3d all-stars
  • super mario 3d world
  • super mario 64
  • super mario all-stars
  • super mario bros.
  • super mario bros. 35
  • super mario galaxy
  • super mario sunshine
  • super typhoons
  • superlist
  • superman and lois
  • superpowers
  • SuperTank
  • supplier
  • support
  • supposedly
  • Supra
  • Surface
  • surface duo
  • surprise
  • surprising
  • surveillance
  • susanna clarke
  • suv
  • swamp thing
  • sweden
  • Swift
  • swift 3
  • swift 5
  • swift3
  • switch
  • switch online
  • syfy
  • syndrome
  • synth
  • synthesizer
  • Synthetic
  • T-Mobile
  • T-Mobile's
  • tablet
  • tabletop games
  • tablets
  • take-two interactive
  • takes
  • taobao
  • tar
  • taser
  • tattoo
  • taxes
  • taycan
  • taycan cross turismo
  • tcl
  • tcl nxtpaper
  • TCL's
  • team joe
  • Team's
  • TeamGroup
  • tease
  • tech policy
  • technique
  • technology
  • TechRadar's
  • teenage engineering
  • Teenagers
  • telecom
  • telecoms
  • telemate
  • TELEVISION
  • telmate
  • Tencent
  • tencent games
  • Tenet
  • terms
  • terms of disservice
  • tesla
  • tesla model s
  • test flight
  • testbed
  • testing
  • tetris
  • texas
  • text-to-speech
  • textlies
  • thanks
  • that's
  • the 100
  • the amazon is burning at an alarming rate
  • the avengers
  • the batman
  • the best keyboards
  • the best of gizmodo
  • the best stories of the week
  • the best tech for remote learning
  • the boys
  • the descent
  • the division 2
  • the dream architects
  • the engadget podcast
  • the goonies
  • the host
  • the last campfire
  • the last of us
  • the last of us part ii
  • the magicians
  • the mandalorian
  • the matrix
  • the matrix 4
  • the multivorce
  • the new mutants
  • the premiere
  • the princess bride
  • the riddler
  • the silver arrow
  • the sims
  • the three-body problem
  • the walking dead
  • the witcher 3
  • thebuyersguide
  • thedivision2
  • theengadgetpodcast
  • themandalorian
  • theme partks
  • themorningafter
  • theory
  • Therapeutic
  • therapy
  • There
  • There's
  • These
  • thethreebodyproblem
  • they call it global warming for a reason
  • they cloned tyrone
  • things
  • think
  • third
  • this is not the future
  • thom browne
  • Thousands
  • thps
  • thq
  • thrawn
  • thrawn ascendancy chaos rising
  • threatening
  • Three
  • Throne
  • throwing
  • TicWatch
  • Tiger
  • tiger lake
  • tiktok
  • tim sweeney
  • Time's
  • timothy olyphant
  • timothy zahn
  • titan books
  • Today
  • Today's
  • toilets
  • tokyo olympics
  • tomorrow
  • tony hawk
  • tony hawk's pro skater
  • tools
  • totally
  • toyota
  • track
  • tracy deonn
  • trade
  • trade war
  • traffic
  • trailers
  • trainees
  • transfer
  • transit
  • transmission
  • transportation
  • trayford pellerin
  • tread
  • treadmill
  • treat
  • treatment
  • trees
  • trending topic
  • treyarch
  • trials
  • tricks
  • tripled
  • trivia
  • true wireless
  • true wireless earbuds
  • truestrike
  • trump
  • trump administration
  • trump rallies
  • Trump's
  • trumps america
  • tslaq
  • tucker carlson
  • tumors
  • Tungsten
  • turing
  • turned
  • turntables
  • turtles
  • tv
  • tvs
  • tweets
  • twist
  • twitch
  • twitch sings
  • twitter
  • typhoons
  • typical
  • uber
  • Ubisoft
  • Ubisoft's
  • ufc
  • ufc 4
  • ula
  • Ulster
  • Ultra
  • ultra short throw projector
  • Ultrabooks
  • ultraportables
  • unboxing
  • Uncategorized @hi
  • Unconventional
  • uncover
  • Uncovering
  • under-display
  • understanding
  • unexpected
  • unfair
  • unfiltered
  • unintentionally
  • union
  • unionization
  • Unique
  • United
  • united launch alliance
  • united nations
  • unlock
  • unprecedented
  • unreal engine
  • unveils
  • upcoming
  • Update
  • upgrade
  • upper
  • us air force
  • us military
  • usda
  • user data
  • user review
  • user review roundup
  • user reviews
  • userreview
  • userreviewroundup
  • userreviews
  • users
  • Using
  • usps
  • ust
  • vacation
  • vaccine
  • Vaccines
  • vacuum
  • valentines day
  • validates
  • valve
  • vanderbilt university
  • vantrue
  • vaping
  • variations
  • vava
  • vava deals
  • vehicle
  • vehicles
  • Velour
  • Venom
  • verizon
  • version 1.7.14.0
  • vertical
  • vesa
  • vfx
  • vibert thio
  • vicarious visions
  • victoria
  • victorian police
  • videgames
  • video
  • video authenticator
  • video cards
  • video games
  • video streaming
  • videocards
  • videos
  • vinyl
  • viral videos
  • virgin galactic
  • virginia
  • Virgo
  • virtual
  • virtual reality
  • virtual showroom
  • virtual tour
  • Viruses
  • visually impaired
  • Vitamin
  • Vizio
  • vlambeer
  • vlogging
  • vod
  • voice acting
  • voice assistant
  • Volkswagen
  • volta zero
  • voting
  • voting information center
  • vr
  • vr gaming
  • vrgaming
  • vss unity
  • vulnerable
  • wakanda
  • wallops island
  • wally wingert
  • Walmart
  • walmart is coming
  • wanted pinkertons
  • wants
  • Warcraft
  • warner bros
  • warp drive
  • warp drive software
  • warp drive system
  • Warriors
  • Wasps
  • watch
  • watch es
  • watch gs pro
  • watch it nerds
  • watch parties
  • watches
  • water
  • water resistant
  • waze
  • wearable
  • wearables
  • weather
  • weather is happening
  • web
  • web browsers
  • web tracking
  • webcams
  • weber
  • weber smokefire ex4
  • weber smokefire ex4 review
  • website
  • weed
  • weeklydeals
  • weigh
  • Weight
  • Welcome
  • wernher von braun
  • West'
  • western
  • western digital
  • western digital deals
  • whales
  • What's
  • whatever
  • WhatsApp
  • Where
  • Which
  • white house
  • white privilege
  • whole foods market
  • why is it always florida
  • widescreen
  • wifi
  • wifi 6
  • wifi smart lock
  • wifi6
  • wikipedia
  • wildfire season is year round now
  • wildfires
  • wildleaks
  • wildlife
  • william zabka
  • Williams
  • winamp skin museum
  • windows
  • windows 10
  • windows 95
  • windows on arm
  • wing
  • winner
  • winning
  • wireless
  • wireless energy transfer
  • wireless headphones
  • wisconsin
  • wishes
  • Witcher
  • withdraws
  • withings
  • withings scanwatch
  • Wolves
  • Women
  • won't
  • wonder woman 1984
  • woodpeckers
  • Wool-like
  • WordPress
  • worker rights
  • workers
  • working
  • workout
  • workplace
  • workstation
  • World
  • world health organization
  • world's
  • worsens
  • worst
  • worth
  • writing
  • Wrong-way'
  • wynonna earp
  • x men
  • X-ray
  • x3
  • x44
  • xbox
  • xbox deals
  • xbox live gold
  • xbox series s
  • xbox series x
  • Xiaomi
  • Xiaomi's
  • Xperia
  • xperia 5 ii
  • xps 13
  • Yahoo
  • years
  • Yellowstone
  • yoda
  • yoga
  • yoson an
  • you get a laptop and you get a laptop
  • you're
  • youku
  • Young
  • your news update
  • youtube
  • youtube tv
  • yu suzuki
  • yummy
  • yves maitre
  • z
  • zack snyder
  • zenbook 13
  • zenbook flip 13
  • zenbook flip s
  • zenbook s
  • Zendure
  • Zenfone
  • zimbabwe
  • zombies
  • Zooming
  • zoox
  • zte
  • zuko

Advertise

Contact us

Follow Us

Recent News

oneplus-6,-oneplus-6t-receiving-oxygenos-103.8-update-with-january-2021-security-patch

OnePlus 6, OnePlus 6T Receiving OxygenOS 10.3.8 Update With January 2021 Security Patch

जनवरी 28, 2021
playstation-plus-free-games-announced-for-february-–-control:-ultimate-edition,-concrete-genie,-destruction-allstars

PlayStation Plus Free Games Announced for February – Control: Ultimate Edition, Concrete Genie, Destruction AllStars

जनवरी 28, 2021

जिज्ञासा ज़रूरी है इसीलिए हम आपको देंगे जानकारी जो आपकी जिज्ञासा की प्यास को बुझा देगी
© JIGYAASA.IN

No Result
View All Result
  • Home

© 2020 JIGYAASA.IN