Karen Ng's starred repositories

Python

All Algorithms implemented in Python

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tech-interview-handbook

💯 Curated coding interview preparation materials for busy software engineers

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langchain

🦜🔗 Build context-aware reasoning applications

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streamlit

Streamlit — A faster way to build and share data apps.

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faiss

A library for efficient similarity search and clustering of dense vectors.

d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

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unilm

Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

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data-science-interviews

Data science interview questions and answers

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generative-ai

Sample code and notebooks for Generative AI on Google Cloud, with Gemini on Vertex AI

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instructor

structured outputs for llms

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dowhy

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

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anthropic-cookbook

A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.

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causalml

Uplift modeling and causal inference with machine learning algorithms

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tree-of-thoughts

Plug in and Play Implementation of Tree of Thoughts: Deliberate Problem Solving with Large Language Models that Elevates Model Reasoning by atleast 70%

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machine-learning-book

Code Repository for Machine Learning with PyTorch and Scikit-Learn

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Data-Science-Interview-Questions-Answers

Curated list of data science interview questions and answers

Data-Science-Interview-Resources

A repository listing out the potential sources which will help you in preparing for a Data Science/Machine Learning interview. New resources added frequently.

nbdime

Tools for diffing and merging of Jupyter notebooks.

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ml-design-patterns

Source code accompanying O'Reilly book: Machine Learning Design Patterns

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optimus

:truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark

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mmfashion

Open-source toolbox for visual fashion analysis based on PyTorch

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trustworthyAI

Trustworthy AI related projects

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Transformers-for-NLP-2nd-Edition

Transformer models from BERT to GPT-4, environments from Hugging Face to OpenAI. Fine-tuning, training, and prompt engineering examples. A bonus section with ChatGPT, GPT-3.5-turbo, GPT-4, and DALL-E including jump starting GPT-4, speech-to-text, text-to-speech, text to image generation with DALL-E, Google Cloud AI,HuggingGPT, and more

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deeplearning.ai

Some work of Andrew Ng's course on Coursera

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ios-demo-app

PyTorch iOS examples

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References_Books

My awseome reference books library

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Voice-Converter-CycleGAN

Voice Converter Using CycleGAN and Non-Parallel Data

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pixyz

A library for developing deep generative models in a more concise, intuitive and extendable way

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flake8-import-order

Flake8 plugin that checks import order against various Python Style Guides

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acv00

ACV is a python library that provides explanations for any machine learning model or data. It gives local rule-based explanations for any model or data and different Shapley Values for tree-based models.

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