Courses

AI & ML Courses Overview

This course includes

133 articles
8h 3m reading time
198 videos • 71 hr 10 mins

Course content

4 sections • 882 topics • Read: 8h 3m • Video: 71 hr 10 mins

Natural Language Processing 93 Topics, Read: 61 mins, 23 Videos: 9 hr 57 mins
Introduction Open 3 topics • Read: 3 mins • 1 video: 31 mins
Text Pre-Processing Open 4 topics • Read: 1 min • 1 video: 10 mins
Tokenization Open 7 topics • Read: 5 mins • 1 video: 32 mins
Text Embedding Open 13 topics • Read: 10 mins • 4 videos: 1 hr 49 mins
RNN Open 7 topics • Read: 7 mins • 3 videos: 1 hr 20 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 38 mins
BERT Open 7 topics • Read: 4 mins • 2 videos: 34 mins
Deep Learning 39 Topics, Read: 37 mins, 11 Videos: 4 hr 19 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: 25 mins
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: 23 hr 1 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: 13 hr 38 mins
Unsupervised Learning Open 20 articles • 151 topics • Read: 51 mins • 20 videos: 7 hr 16 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: 32 mins
Interview Questions Open 0 articles • 0 topics • Read: 0 mins
Maths 262 Topics, Read: 213 mins, 83 Videos: 33 hr 52 mins
Probability Open 15 articles • 110 topics • Read: 79 mins • 36 videos: 11 hr 55 mins
Statistics Open 9 articles • 83 topics • Read: 54 mins • 28 videos: 8 hr 39 mins
Linear Algebra Open 8 articles • 49 topics • Read: 57 mins • 8 videos: 8 hr 3 mins
Calculus Open 4 articles • 20 topics • Read: 23 mins • 11 videos: 5 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

Mathematics for AI & ML - Probability, Statistics, Linear Algebra, & Calculus