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Machine Learning

Explore our articles on machine learning, covering everything from the basics of the technology to more advanced topics such as deep learning.

What is Overfitting in Deep Learning [+10 Ways to Avoid It]
Machine Learning
December 1, 2021
What is Overfitting in Deep Learning [+10 Ways to Avoid It]
Pragati Baheti
Read time
7
min read
Active Learning in Machine Learning [Guide & Examples]
Machine Learning
August 31, 2022
Active Learning in Machine Learning [Guide & Examples]
Rohit Kundu
Read time
16
min read
A Beginner’s Guide to Graph Neural Networks
Machine Learning
December 9, 2022
A Beginner’s Guide to Graph Neural Networks
Yesha Shastri
Read time
10
min read
The Essential Guide to Zero-Shot Learning [2023]
Machine Learning
January 6, 2022
The Essential Guide to Zero-Shot Learning [2023]
Rohit Kundu
Read time
9
min read
What is Machine Learning? The Ultimate Beginner's Guide
Machine Learning
June 1, 2021
What is Machine Learning? The Ultimate Beginner's Guide
Pragati Baheti
Read time
8
min read
3 Signs You Are Ready to Annotate Data for Machine Learning
Machine Learning
September 2, 2021
3 Signs You Are Ready to Annotate Data for Machine Learning
Alberto Rizzoli
Read time
5
min read
A Newbie-Friendly Guide to Transfer Learning
Machine Learning
October 12, 2021
A Newbie-Friendly Guide to Transfer Learning
Pragati Baheti
Read time
17
min read
Multi-Task Learning in ML: Optimization & Use Cases [Overview]
Machine Learning
December 2, 2022
Multi-Task Learning in ML: Optimization & Use Cases [Overview]
Rohit Kundu
Read time
10
min read
A Step-by-Step Guide to Text Annotation [+Free OCR Tool]
Machine Learning
June 6, 2022
A Step-by-Step Guide to Text Annotation [+Free OCR Tool]
Deval Shah
Read time
9
min read
Vision Transformer: What It Is & How It Works [2023 Guide]
Machine Learning
December 15, 2022
Vision Transformer: What It Is & How It Works [2023 Guide]
Deval Shah
Read time
8
min read
Handwriting Recognition: Definition, Techniques & Uses
Machine Learning
December 2, 2022
Handwriting Recognition: Definition, Techniques & Uses
Pragati Baheti
Read time
14
min read
A Simple Guide to Data Preprocessing in Machine Learning
Machine Learning
August 31, 2021
A Simple Guide to Data Preprocessing in Machine Learning
Pragati Baheti
Read time
5
min read
Supervised and Unsupervised Learning [Differences & Examples]
Machine Learning
October 1, 2021
Supervised and Unsupervised Learning [Differences & Examples]
Pragati Baheti
Read time
8
min read
The Complete Guide to Recurrent Neural Networks
Machine Learning
July 29, 2022
The Complete Guide to Recurrent Neural Networks
Pragati Baheti
Read time
8
min read
A Step-by-Step Guide to Federated Learning in Computer Vision
Machine Learning
February 3, 2023
A Step-by-Step Guide to Federated Learning in Computer Vision
Yesha Shastri
Read time
10
min read
Autoencoders in Deep Learning: Tutorial & Use Cases [2023]
Machine Learning
June 4, 2021
Autoencoders in Deep Learning: Tutorial & Use Cases [2023]
Hmrishav Bandyopadhyay
Read time
7
min read
Data Annotation Tutorial: Definition, Tools, Datasets
Machine Learning
September 24, 2021
Data Annotation Tutorial: Definition, Tools, Datasets
Nilesh Barla
Read time
13
min read
The Essential Guide to Pytorch Loss Functions
Machine Learning
July 13, 2022
The Essential Guide to Pytorch Loss Functions
Deval Shah
Read time
10
min read
The Beginner’s Guide to Contrastive Learning
Machine Learning
May 22, 2022
The Beginner’s Guide to Contrastive Learning
Rohit Kundu
Read time
19
min read
65+ Best Free Datasets for Machine Learning
Machine Learning
June 1, 2021
65+ Best Free Datasets for Machine Learning
Alberto Rizzoli
Read time
5
min read
The Complete Guide to Generative Adversarial Networks [GANs]
Machine Learning
August 3, 2022
The Complete Guide to Generative Adversarial Networks [GANs]
Deval Shah
Read time
14
min read
The Complete Guide to Ensemble Learning
Machine Learning
March 1, 2022
The Complete Guide to Ensemble Learning
Rohit Kundu
Read time
12
min read
Cross Entropy Loss: Intro, Applications, Code
Machine Learning
January 26, 2023
Cross Entropy Loss: Intro, Applications, Code
Deval Shah
Read time
12
min read
What is Synthetic Data in Machine Learning and How to Generate It
Machine Learning
June 5, 2022
What is Synthetic Data in Machine Learning and How to Generate It
Deval Shah
Read time
14
min read
Train Test Validation Split: How To & Best Practices [2023]
Machine Learning
September 13, 2021
Train Test Validation Split: How To & Best Practices [2023]
Pragati Baheti
Read time
6
min read
F1 Score in Machine Learning: Intro & Calculation
Machine Learning
December 16, 2022
F1 Score in Machine Learning: Intro & Calculation
Rohit Kundu
Read time
8
min read
9 Reinforcement Learning Real-Life Applications
Machine Learning
March 31, 2022
9 Reinforcement Learning Real-Life Applications
Pragati Baheti
Read time
13
min read
Confusion Matrix: How To Use It & Interpret Results [Examples]
Machine Learning
September 13, 2022
Confusion Matrix: How To Use It & Interpret Results [Examples]
Rohit Kundu
Read time
11
min read
Pattern Recognition in Machine Learning [Basics & Examples]
Machine Learning
September 13, 2022
Pattern Recognition in Machine Learning [Basics & Examples]
Pragati Baheti
Read time
12
min read
40+ Data Science Interview Questions and Answers
Machine Learning
June 11, 2021
40+ Data Science Interview Questions and Answers
Alberto Rizzoli
Read time
13
min read
Intro to MLOps: What Is Machine Learning Operations and How to Implement It
Machine Learning
January 30, 2023
Intro to MLOps: What Is Machine Learning Operations and How to Implement It
Konstantinos Poulinakis
Read time
15
min read
The Essential Guide to Data Augmentation in Deep Learning
Machine Learning
May 6, 2022
The Essential Guide to Data Augmentation in Deep Learning
Deval Shah
Read time
11
min read
Knowledge Distillation: Principles & Algorithms [+Applications]
Machine Learning
July 21, 2022
Knowledge Distillation: Principles & Algorithms [+Applications]
Rohit Kundu
Read time
20
min read
Precision vs. Recall: Differences, Use Cases & Evaluation
Machine Learning
September 19, 2022
Precision vs. Recall: Differences, Use Cases & Evaluation
Rohit Kundu
Read time
13
min read
Data Cleaning Checklist: How to Prepare Your Machine Learning Data
Machine Learning
September 16, 2021
Data Cleaning Checklist: How to Prepare Your Machine Learning Data
Hmrishav Bandyopadhyay
Read time
6
min read
Overfitting vs. Underfitting: What's the Difference?
Machine Learning
January 31, 2022
Overfitting vs. Underfitting: What's the Difference?
Pragati Baheti
Read time
9
min read
Logistic Regression: Definition, Use Cases, Implementation
Machine Learning
March 31, 2023
Logistic Regression: Definition, Use Cases, Implementation
Deval Shah
Read time
min read
Triplet Loss: Intro, Implementation, Use Cases
Machine Learning
April 14, 2023
Triplet Loss: Intro, Implementation, Use Cases
Deval Shah
Read time
15
min read
Top Performance Metrics in Machine Learning: A Comprehensive Guide
Machine Learning
May 4, 2023
Top Performance Metrics in Machine Learning: A Comprehensive Guide
Deval Shah
Read time
28
min read
RLHF (Reinforcement Learning From Human Feedback): Overview + Tutorial
Machine Learning
June 29, 2023
RLHF (Reinforcement Learning From Human Feedback): Overview + Tutorial
Deval Shah
Read time
12
min read
Foundation Models: The Benefits, Risks, and Applications
Machine Learning
August 31, 2023
Foundation Models: The Benefits, Risks, and Applications
Rohit Kundu
Read time
12
min read
Vector Databases: Intro, Use Cases, Top 5 Vector DBs
Machine Learning
November 2, 2023
Vector Databases: Intro, Use Cases, Top 5 Vector DBs
Deval Shah
Read time
15
min read
Data Labeling Tools Guide: How to Choose + 6 Top Companies Reviewed
Machine Learning
March 18, 2024
Data Labeling Tools Guide: How to Choose + 6 Top Companies Reviewed
Marta Szyndlar
Read time
19
min read
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