Practice to LLM.
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An Interactive Introduction to Fourier Transforms
Functional Programming concepts, examples and patterns illustrated in Haskell, Ocaml and Python
Comprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview preparation, and coding preparation.
Machine learning lessons and teaching projects designed for engineers
- machine-learning-tutorials
- deep-learning-tutorials
Project containig related material for my TensorFlow articles
A collection of IPython notebooks covering various topics.
TensorFlow Tutorials
- tensorflow-tutorials
- convolutional-neural-networks
- recurrent-neural-networks
MONAI Tutorials
- monai
- monai-tutorials
- pytorch
- jupyter-notebook
This repository contains various advanced techniques for Retrieval-Augmented Generation (RAG) systems.
- ai
- chromadb
- cookbooks
- faiss
Lecture Notes for Linear Algebra Featuring Python. This series of lecture notes will walk you through all the must-know concepts that set the foundation of data science or advanced quantitative skillsets. Suitable for statistician/econometrician, quantitative analysts, data scientists and etc. to quickly refresh the linear algebra with the assistance of Python computation and visualization.
- mathematics
- linear-algebra
- python
- jupyter
An interactive book on deep learning. Much easy, so MXNet. Wow. [Straight Dope is growing up] ---> Much of this content has been incorporated into the new Dive into Deep Learning Book available at https://d2l.ai/.
动手学Ollama，CPU玩转大模型部署，在线阅读地址：https://datawhalechina.github.io/handy-ollama/
Learn Python for the next 30 (or so) Days.
Jupyter Notebook tutorials on solving real-world problems with Machine Learning & Deep Learning using PyTorch. Topics: Face detection with Detectron 2, Time Series anomaly detection with LSTM Autoencoders, Object Detection with YOLO v5, Build your first Neural Network, Time Series forecasting for Coronavirus daily cases, Sentiment Analysis with BER
Python实用教程，包括：Python基础，Python高级特性，面向对象编程，多线程，数据库，数据科学，Flask，爬虫开发教程。
- python
- python-tutorial
- numpy
- scipy
A python tutorial on bayesian modeling techniques (PyMC3)
- bayesian-statistics
- tutorial
- pymc
- python
Coding the Machine Learning Tutorial for Learning to Learn
:computer:深度学习实战：手写数字识别、Discuz验证码识别、垃圾分类、语义分割
- deep-learning
- pytorch
- tensorflow
- python
Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
- milvus
- unstructured-data
- image-search
- audio-search
Build an email assistant with human-in-the-loop and memory
- agents
- memory
ML from scratch
Bare bone examples of machine learning in TensorFlow
- tensorflow
- tensorflow-tutorials
- distributed-computing
- simple
机器学习初学者公众号作品