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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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|---|---|---|
| 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:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Openai Openai node Fine Tuning
- Workflow:Groq Groq python Text Embedding
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Langgenius Dify Plugin Installation and Configuration
Principles
- Principle:Heibaiying BigData Notes Spark Data Writing
- Principle:OWASP Www project top 10 for large language model applications Markdown To PDF Conversion
- Principle:Tensorflow Tfjs Fine Tuning
- Principle:Ggml org Llama cpp Context Window Management
- Principle:ARISE Initiative Robosuite Whole Body IK Control
- Principle:Fastai Fastbook Feature Engineering
- Principle:Vespa engine Vespa Linguistics Span Tree Cleanup
- Principle:Predibase Lorax Health Check Verification
- Principle:Testtimescaling Testtimescaling github io Badge Data Generation
- Principle:Apache Airflow Task Communication
Implementations
- Implementation:Anthropics Anthropic sdk python Provider Model Mapping
- Implementation:NVIDIA TransformerEngine PyTorch Ext GEMM
- Implementation:Nautechsystems Nautilus trader BacktestEngine Add Strategy
- Implementation:Online ml River Metrics SMAPE
- Implementation:Microsoft BIPIA FewShotChatGPT35Defense
- Implementation:Ollama Ollama ParseTensors
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda CSV Producer
- Implementation:Mlc ai Mlc llm ConvTemplate
- Implementation:LaurentMazare Tch rs PyTorch Declarations Yaml
- Implementation:Apache Shardingsphere DatabaseListenerChangedHandler Handle
Heuristics
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
Environments
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Tensorflow Serving Build Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Apache Shardingsphere Calcite Federation Engine