Main Page
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Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Onnx Onnx Model Composition
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:Snorkel team Snorkel Slice Aware Training
Principles
- Principle:Webdriverio Webdriverio ElementChaining
- Principle:Turboderp org Exllamav2 Dataset Loading
- Principle:Wandb Weave Containerized Dev Setup
- Principle:Nightwatchjs Nightwatch Page Object Structure
- Principle:Marker Inc Korea AutoRAG Node Line Execution
- Principle:DataTalksClub Data engineering zoomcamp Data Deduplication
- Principle:Apache Flink Hybrid Source Processing
- Principle:Norrrrrrr lyn WAInjectBench Dynamic Detector Loading Image
- Principle:DistrictDataLabs Yellowbrick Manifold Embedding
- Principle:Eventual Inc Daft Data Preprocessing Image Decoding
Implementations
- Implementation:Google deepmind Dm control Suite Quadruped
- Implementation:Huggingface Transformers AutoModelForCausalLM From Pretrained For Quantization
- Implementation:Speechbrain Speechbrain Train Ngram LM
- Implementation:CrewAIInc CrewAI Serply Webpage To Markdown Tool
- Implementation:Ggml org Llama cpp Server Main
- Implementation:Apache Paimon MemorySize
- Implementation:Facebookresearch Habitat lab Agent ABC
- Implementation:Google deepmind Mujoco MJX Render Util
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseSummaryFileResponseModel
- Implementation:Ucbepic Docetl Directive ReduceChaining
Heuristics
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
Environments
- Environment:Bentoml BentoML Python Runtime
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Vllm project Vllm GitHub
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment