| 01 |
Vectors |
Spaces, magnitude, direction, norms, metrics, dot/cross/outer products, basis, duality |
Available |
| 02 |
Matrices |
Properties, special types, operations, linear transformations, decompositions (LU, QR, SVD) |
Available |
| 03 |
Calculus |
Derivatives, integrals, multivariate calculus, Taylor approximation, optimisation and gradient descent |
Available |
| 04 |
Statistics |
Descriptive measures, sampling, central limit theorem, hypothesis testing, confidence intervals |
Available |
| 05 |
Probability |
Counting, conditional probability, distributions, Bayesian methods, information theory |
Available |
| 06 |
Machine Learning |
Classical ML, gradient methods, deep learning, reinforcement learning, distributed training |
Available |
| 07 |
Computational Linguistics |
syntax, semantics, pragmatics, NLP, language models, RNNs, CNNs, attention, transformers, text diffusion, text OCR, MoE |
Coming |
| 08 |
Computer Vision |
image processing, object detection, segmentation, video processing, SLAM, CNNs, vision transformers, diffusion, flow matching, VR/AR |
Coming |
| 09 |
Audio & Speech |
DSP, ASR, TTS, voice & acoustic activity detection, diarization, source separation, active noise cancelation, wavenet, conformer |
Coming |
| 10 |
Multimodal Learning |
fusion strategies, contrastive learning, VLMs, image tokenizer, video audio co-generation |
Coming |
| 11 |
Autonomous Systems |
perception, robot learning, VLAs, self-driving cars, space robots |
Coming |
| 12 |
Computing & OS |
discreet maths, computer architecture, operating systems, RAM, concurrency, parallelism, programming languages |
Coming |
| 13 |
Data Structures & Algorithms |
arrays, trees, graph, search, sorting, hashmaps |
Coming |
| 14 |
SIMD & GPU Programming |
ARM & NEON, X86 chips, RISC ships, GPUs, TPUs, triton, CUDA, Vulkan |
Coming |
| 15 |
Inference |
quantisation, streamingLLMs, continuous batching, edge inference, |
Coming |
| 16 |
Intersecting Fields |
quantum ML, neuromorphic ML, AI for finace, AI for bio |
Coming |
| 17 |
Henry's Research Findings |
I run many hyperfocused experiemts and will share findings |
Coming |