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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:Pyro ppl Pyro Discrete Enumeration
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:ClickHouse ClickHouse Packaging For Distribution
Principles
- Principle:Ucbepic Docetl Baseline Pipeline Authoring
- Principle:Ggml org Ggml Backend Interface
- Principle:PrefectHQ Prefect HTML Parsing
- Principle:Norrrrrrr lyn WAInjectBench Per File Text Detection
- Principle:Huggingface Optimum Export Validation
- Principle:Ggml org Llama cpp ConstrainedGeneration
- Principle:Lucidrains X transformers Autoregressive Text Generation
- Principle:Tencent Ncnn Video Matting
- Principle:Scikit learn Scikit learn Partial Dependence Analysis
- Principle:Vespa engine Vespa Text Chunking
Implementations
- Implementation:CrewAIInc CrewAI Patronus Local Evaluator Tool
- Implementation:Online ml River Tree MondrianTreeRegressor
- Implementation:Apache Druid SegmentsView
- Implementation:Fastai Fastbook Cnn Learner
- Implementation:ARISE Initiative Robomimic ConfigGenerator generate
- Implementation:Hiyouga LLaMA Factory Processor Utils
- Implementation:Huggingface Transformers Notification Service
- Implementation:Recommenders team Recommenders Multinomial VAE
- Implementation:FlowiseAI Flowise AuthSlice
- Implementation:Anthropics Anthropic sdk python BetaWebFetchTool 20250910
Heuristics
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
Environments
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Protectai Modelscan Python Core Runtime
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Interpretml Interpret Python Core Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Microsoft LoRA NLG Eval External Tools