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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:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
Principles
- Principle:Mistralai Client python Model And File Management
- Principle:Mistralai Client python File Upload
- Principle:Protectai Llm guard Input Scanner Factory Pattern
- Principle:ArroyoSystems Arroyo Schema Definition
- Principle:Langfuse Langfuse ChatML Normalization
- Principle:ChenghaoMou Text dedup Hamming Distance Clustering
- Principle:Ollama Ollama Sampling Pipeline
- Principle:Cleanlab Cleanlab Coteaching Algorithm
- Principle:Mlc ai Mlc llm Model Library Compilation
- Principle:Astronomer Astronomer cosmos Watcher Producer Consumer Execution
Implementations
- Implementation:ArroyoSystems Arroyo Polling Http Operator
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel From Index
- Implementation:Apache Spark SparkAppHandle
- Implementation:Apache Paimon FunctionChange
- Implementation:Mbzuai oryx Awesome LLM Post training Get Paper Count
- Implementation:Iterative Dvc Updater
- Implementation:Haosulab ManiSkill Kinematics
- Implementation:Tensorflow Tfjs CPU Concat Kernel
- Implementation:TobikoData Sqlmesh Context Plan For Incremental
- Implementation:Scikit learn Scikit learn LinkFunctions
Heuristics
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
Environments
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Truera Trulens Python Core Environment