hydrogeohc
My projects focus on applying AI/ML at multiple spatial-temporal scales for real world use cases.
AI/LLM researcherCupertino, CA
Pinned Repositories
40-Algorithms-Every-Programmer-Should-Know
40 Algorithms Every Programmer Should Know, published by Packt
geotiff_xarray
This is a script to transform geotiff files into netCDF files in Xarray
HiMAT_yjcd
HiMAT project related work
point_based_interpolated
This repo include clean data and spatial interpolation codes in Python and R
PyData_Seattle_repo
pyro
Deep universal probabilistic programming with Python and PyTorch
pyspark-analytics-workshop
python_devops_book
[Book-2020] Python For DevOps: Learn Ruthlessly Effective Automation
raster_calculation
This is a repo for raster data calculation (NDVI)
hydrogeohc's Repositories
hydrogeohc/annotated_deep_learning_paper_implementations
🧑🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠
hydrogeohc/audiolm-pytorch
Implementation of AudioLM, a SOTA Language Modeling Approach to Audio Generation out of Google Research, in Pytorch
hydrogeohc/Awesome-TimeSeries-SpatioTemporal-LM-LLM
A professional list on Large (Language) Models and Foundation Models (LLM, LM, FM) for Time Series, Spatiotemporal, and Event Data.
hydrogeohc/Azure-OpenAI-demos
Azure Open AI (demos, documentation, accelerators).
hydrogeohc/chronos-forecasting
Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting
hydrogeohc/Complete-System-Design
This repository contains everything you need to become proficient in System Design
hydrogeohc/cs-video-courses
List of Computer Science courses with video lectures.
hydrogeohc/cuml
cuML - RAPIDS Machine Learning Library
hydrogeohc/dspy
DSPy: The framework for programming—not prompting—foundation models
hydrogeohc/earthPT
A time series foundation model for Earth Observation
hydrogeohc/evals
Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
hydrogeohc/fully-local-pdf-chatbot
Yes, it's another chat over documents implementation... but this one is entirely local!
hydrogeohc/Gemini-agent-example
An examples code to make langchain agents without openai API key (Google Gemini), Completely free unlimited and open source, run it yourself on website.
hydrogeohc/generative-ai-for-beginners
12 Lessons, Get Started Building with Generative AI 🔗 https://microsoft.github.io/generative-ai-for-beginners/
hydrogeohc/generative-ai-on-aws
Generative AI on AWS
hydrogeohc/hands-on-llms
Learn how to engineer your end-to-end LLM ecosystem: training, streaming, and inference pipelines | deploy & automate | work in progress...
hydrogeohc/julep
Open-source alternative to Assistant's API with a managed backend for memory, RAG, tools and tasks. ~Supabase for building AI agents.
hydrogeohc/LLM-cookbook-for-open-science
Cookbook to use LLMs effectively for sciences, in various levels of expertise
hydrogeohc/llm-course
Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
hydrogeohc/magicoder
Magicoder: Source Code Is All You Need
hydrogeohc/map-sat
Generate Your Own Scotland: Satellite Image Generation Conditioned on Maps
hydrogeohc/ml-engineering
Machine Learning Engineering Open Book
hydrogeohc/opengpts
hydrogeohc/pytimetk
Time series easier, faster, more fun. Pytimetk.
hydrogeohc/Scipy_2024_TS
hydrogeohc/stumpy
STUMPY is a powerful and scalable Python library for modern time series analysis
hydrogeohc/system-design-101
Explain complex systems using visuals and simple terms. Help you prepare for system design interviews.
hydrogeohc/the-art-of-debugging
The Art of Debugging
hydrogeohc/timesfm
TimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.
hydrogeohc/vllm
A high-throughput and memory-efficient inference and serving engine for LLMs