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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:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
Principles
- Principle:Huggingface Peft LoRA Configuration
- Principle:Huggingface Transformers Environment Setup
- Principle:CARLA simulator Carla Recording Finalization
- Principle:Volcengine Verl Parallel Actor Critic Update
- Principle:Nautechsystems Nautilus trader Nautilus Code Conventions
- Principle:Openai Openai python Image Editing
- Principle:LaurentMazare Tch rs Sparse Adam Optimization
- Principle:Marker Inc Korea AutoRAG Evaluator Initialization
- Principle:Marker Inc Korea AutoRAG Export And Corpus Remapping
- Principle:Apache Paimon Table Configuration
Implementations
- Implementation:Cohere ai Cohere python UncheckedBaseModel
- Implementation:Axolotl ai cloud Axolotl Dynamic Dependencies
- Implementation:SeleniumHQ Selenium Closure KeyCodes
- Implementation:Snorkel team Snorkel LabelModel Predict
- Implementation:Ggml org Llama cpp Batched Bench
- Implementation:ArroyoSystems Arroyo Validate Query
- Implementation:Open compass VLMEvalKit VLMBias
- Implementation:Datajuicer Data juicer ImageTaggingVLMMapper
- Implementation:Facebookresearch Audiocraft GeneralUtils
- Implementation:BerriAI Litellm Get Supported Openai Params
Heuristics
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
Environments
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Vllm project Vllm Benchmarks
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Vllm project Vllm CUDA
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Huggingface Datasets Search Dependencies
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment