Game (Theory) for AI? An Illustrated Guide for Everyone
Overview What is Game Theory? And how does it apply to artificial intelligence (AI)? Game theory for AI is a fascinating concept that we …
Technique
4 Proven Tricks to Improve your Deep Learning Model’s Performance
Overview Deep learning is a vast field but there are a few common challenges most of us face when building models Here, we talk …
Learn How to Perform Feature Extraction from Graphs using DeepWalk
Overview Extracting features from tabular or image data is a well-known concept – but what about graph data? Learn how to extract features from …
Build Better and Accurate Clusters with Gaussian Mixture Models
Overview Gaussian Mixture Models are a powerful clustering algorithm Understand how Gaussian Mixture Models work and how to implement them in Python We’ll also …
Feature Engineering for Images: A Valuable Introduction to the HOG Feature Descriptor
Overview Learn the inner workings and math behind the HOG feature descriptor The HOG feature descriptor is used in computer vision popularly for object …
Step-by-Step Deep Learning Tutorial to Build your own Video Classification Model
Overview Learn how you can use computer vision and deep learning techniques to work with video data We will build our own video classification …
3 Beginner-Friendly Techniques to Extract Features from Image Data using Python
Overview Did you know you can work with image data using machine learning techniques? Deep learning models are the flavor of the month, but …
Decoding the Black Box: An Important Introduction to Interpretable Machine Learning Models in Python
Overview Interpretable machine learning is a critical concept every data scientist should be aware of How can you build interpretable machine learning models? This …
How can you Convert a Business Problem into a Data Problem? A Successful Data Science Leader’s Guide
Overview Effectively translating business requirements to a data-driven solution is key to the success of your data science project Hear from a data science …
NLP Essentials: Removing Stopwords and Performing Text Normalization using NLTK and spaCy in Python
Overview Learn how to remove stopwords and perform text normalization in Python – an essential Natural Language Processing (NLP) read We will explore the …
