Courses

AI & ML Courses Overview

less than a minute

Playlist Natural Language Processing | Full Course

Playlist Deep Learning Fundamentals | Full Course

Playlist Classical Machine Learning | Full Course

Playlist Maths for AI & ML | Full Course

This course includes

133 articles

8h 4m reading time

198 videos • 50 hr 0 mins

Natural Language Processing 93 Topics, Read: 62 mins, 23 Videos: 7 hr 14 mins

Introduction Open 3 topics • Read: 3 mins • 1 video: coming soon

Text Pre-Processing Open 4 topics • Read: 2 mins • 1 video: 10 mins

Tokenization Open 7 topics • Read: 5 mins • 1 video: coming soon

Text Embedding Open 13 topics • Read: 10 mins • 4 videos: 50 mins

RNN Open 7 topics • Read: 7 mins • 3 videos: 1 hr 3 mins

LSTM Open 8 topics • Read: 4 mins • 1 video: 24 mins

GRU Open 9 topics • Read: 5 mins • 1 video: 26 mins

Attention Open 5 topics • Read: 4 mins • 1 video: 35 mins

Self Attention Open 5 topics • Read: 4 mins • 1 video: 31 mins

Transformer Open 14 topics • Read: 6 mins • 3 videos: 1 hr 22 mins

LLM Open 11 topics • Read: 8 mins • 4 videos: 1 hr 16 mins

BERT Open 7 topics • Read: 4 mins • 2 videos: 34 mins

Deep Learning 39 Topics, Read: 37 mins, 11 Videos: 3 hr 53 mins

Introduction Open 6 topics • Read: 5 mins • 1 video: 31 mins

XOR Problem Open 3 topics • Read: 5 mins • 1 video: 29 mins

Activation Function Open 7 topics • Read: 4 mins • 1 video: coming soon

Optimization Method Open 10 topics • Read: 9 mins • 5 videos: 1 hr 16 mins

Regularization Open 8 topics • Read: 7 mins • 1 video: 43 mins

Batch Normalization Open 3 topics • Read: 3 mins • 1 video: 21 mins

Back Propagation Open 2 topics • Read: 4 mins • 1 video: 30 mins

Machine Learning 488 Topics, Read: 172 mins, 81 Videos: 19 hr 49 mins

Introduction Open 2 articles • 11 topics • Read: 4 mins • 2 videos: 40 mins

Supervised Learning Open 48 articles • 284 topics • Read: 102 mins • 51 videos: 11 hr 49 mins

Unsupervised Learning Open 20 articles • 151 topics • Read: 51 mins • 20 videos: 6 hr 3 mins

Feature Engineering Open 5 articles • 29 topics • Read: 9 mins • 5 videos: 53 mins

ML System Open 3 articles • 13 topics • Read: 6 mins • 3 videos: 22 mins

Interview Questions Open 0 articles • 0 topics • Read: 0 mins

Maths 262 Topics, Read: 213 mins, 83 Videos: 19 hr 2 mins

Probability Open 15 articles • 110 topics • Read: 79 mins • 36 videos: 4 hr 32 mins

Statistics Open 9 articles • 83 topics • Read: 54 mins • 28 videos: 4 hr 13 mins

Linear Algebra Open 8 articles • 49 topics • Read: 57 mins • 8 videos: 7 hr 3 mins

Calculus Open 4 articles • 20 topics • Read: 23 mins • 11 videos: 3 hr 13 mins

Natural Language Processing

Natural Language Processing (NLP) - from Tokenization, Embeddings, Transformers to LLMs

Deep Learning

Deep Learning - from Neural Networks, Activation Functions, to Back Propagation

Machine Learning

Classical ML - Supervised & Unsupervised Learning, Feature Engineering, & ML Systems

Maths