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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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| 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:MaterializeInc Materialize Release Process
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Openai Openai agents python Multi Agent Handoff
Principles
- Principle:Neuml Txtai Production Deployment
- Principle:ClickHouse ClickHouse Hex Binary Encoding
- Principle:Turboderp org Exllamav2 Constrained Generation
- Principle:Tensorflow Serving Data Loading Utilities
- Principle:PacktPublishing LLM Engineers Handbook Vector Similarity Search
- Principle:Ggml org Llama cpp Grammar Constrained Generation
- Principle:Astronomer Astronomer cosmos Local Operator Execution
- Principle:MarketSquare Robotframework browser Plugin Documentation Generation
- Principle:Hiyouga LLaMA Factory Rotary Position Embedding
- Principle:Mbzuai oryx Awesome LLM Post training Recursive Paper Fetching
Implementations
- Implementation:BerriAI Litellm Videos API
- Implementation:Pytorch Serve Service Predict
- Implementation:Vibrantlabsai Ragas BaseRagasEmbeddings
- Implementation:Unslothai Unsloth GEMM Backward Kernels
- Implementation:ClickHouse ClickHouse CMake Project Configuration
- Implementation:Lance format Lance Java UpdateConfig
- Implementation:Infiniflow Ragflow CreateAgentForm Component
- Implementation:Huggingface Transformers AutoModelForCausalLM From Pretrained For Quantization
- Implementation:Facebookresearch Audiocraft Audio write
- Implementation:Microsoft Autogen Studio Environment Settings
Heuristics
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
Environments
- Environment:Intel Ipex llm NPU Environment
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Allenai Open instruct Docker Container
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime