[TechGita]
V

AI & ML

Artificial Intelligence

Teaching machines to learn, see, and speak

39 verses·All Chapters →
// this chapter is currently an outline — verse titles below list the topics covered, full write-ups are in progress.
V.1

The Perceptron

full verse coming soon.

V.2

Neural Networks

full verse coming soon.

V.3

Backpropagation

full verse coming soon.

V.4

Gradient Descent

full verse coming soon.

V.5

Convolutional Neural Networks

full verse coming soon.

V.6

Recurrent Neural Networks

full verse coming soon.

V.7

The LSTM

full verse coming soon.

V.8

The Transformer

full verse coming soon.

V.9

Attention Mechanism

full verse coming soon.

V.10

Self-Attention

full verse coming soon.

V.11

BERT

full verse coming soon.

V.12

GPT

full verse coming soon.

V.13

Tokenisation

full verse coming soon.

V.14

Embeddings

full verse coming soon.

V.15

Transfer Learning

full verse coming soon.

V.16

Fine-Tuning

full verse coming soon.

V.17

Reinforcement Learning

full verse coming soon.

V.18

The Reward Function

full verse coming soon.

V.19

Policy Gradient Methods

full verse coming soon.

V.20

Q-Learning

full verse coming soon.

V.21

AlphaGo

full verse coming soon.

V.22

Image Classification

full verse coming soon.

V.23

Object Detection

full verse coming soon.

V.24

Semantic Segmentation

full verse coming soon.

V.25

Generative Adversarial Networks

full verse coming soon.

V.26

Diffusion Models

full verse coming soon.

V.27

Variational Autoencoders

full verse coming soon.

V.28

Multimodal AI

full verse coming soon.

V.29

AI Agents

full verse coming soon.

V.30

Retrieval-Augmented Generation

full verse coming soon.

V.31

Chain-of-Thought Reasoning

full verse coming soon.

V.32

Prompt Engineering

full verse coming soon.

V.33

AI Alignment

full verse coming soon.

V.34

Hallucination

full verse coming soon.

V.35

Scaling Laws

full verse coming soon.

V.36

Emergent Abilities

full verse coming soon.

V.37

Mixture of Experts

full verse coming soon.

V.38

Federated Learning

full verse coming soon.

V.39

AI Hardware Accelerators

full verse coming soon.