Md Abul Hayat's starred repositories
llm-course
Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
ML-From-Scratch
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
Awesome-LLM
Awesome-LLM: a curated list of Large Language Model
awesome-mlops
A curated list of references for MLOps
mlops-zoomcamp
Free MLOps course from DataTalks.Club
LLMsPracticalGuide
A curated list of practical guide resources of LLMs (LLMs Tree, Examples, Papers)
awesome-generative-ai-guide
A one stop repository for generative AI research updates, interview resources, notebooks and much more!
approachingalmost
Approaching (Almost) Any Machine Learning Problem
hands-on-llms
🦖 𝗟𝗲𝗮𝗿𝗻 about 𝗟𝗟𝗠𝘀, 𝗟𝗟𝗠𝗢𝗽𝘀, and 𝘃𝗲𝗰𝘁𝗼𝗿 𝗗𝗕𝘀 for free by designing, training, and deploying a real-time financial advisor LLM system ~ 𝘴𝘰𝘶𝘳𝘤𝘦 𝘤𝘰𝘥𝘦 + 𝘷𝘪𝘥𝘦𝘰 & 𝘳𝘦𝘢𝘥𝘪𝘯𝘨 𝘮𝘢𝘵𝘦𝘳𝘪𝘢𝘭𝘴
The-Kaggle-Book
Code Repository for The Kaggle Book, Published by Packt Publishing
MLfromscratch
Machine Learning algorithm implementations from scratch.
Large-Language-Model-Notebooks-Course
Practical course about Large Language Models.
How-to-learn-Deep-Learning
A top-down, practical guide to learn AI, Deep learning and Machine Learning.
MLSys-NYU-2022
Slides, scripts and materials for the Machine Learning in Finance Course at NYU Tandon, 2022
expressive-resume
A beautiful resume/cover letter LaTeX template pair that are extraordinarily easy to use.
MachineLearning-QandAI-book
Machine Learning Q and AI book
EEG-Transformer
i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG, ECG, etc. ii. Including the attention of spatial dimension (channel attention) and *temporal dimension*. iii. Common spatial pattern (CSP), an efficient feature enhancement method, realized with Python.
population-stability-index
Python implementation of the population stability index (PSI)
oreilly-hands-on-gpt-llm
Hands on Applications with GPT and other Large Language Models
KL-divergence-estimators
Testing methods for estimating KL-divergence from samples.
XGBoost-From-Scratch
This repo contains a few tree based boosting algorithms implemented in python from scratch. This code relates to a medium.com article which I wrote explaining my journey to understanding how XGBoost works under the hood
eeg-transformer
Analysis of Transformer attention in EEG signal classification
AF-classification
The repo is for the Heart Disease classification project using Transformer Encoders in PyTorch.