Main Page
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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:Evidentlyai Evidently ML Model Quality Report
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:ContextualAI HALOs Online Iterative Alignment
Principles
- Principle:ARISE Initiative Robosuite Gripper Model Design
- Principle:CARLA simulator Carla Actor Lifecycle Cleanup
- Principle:Microsoft BIPIA Tokenizer And Model Preparation
- Principle:Nautechsystems Nautilus trader Backtest Data Injection
- Principle:Huggingface Diffusers Video Decoding Export
- Principle:Allenai Open instruct Actor Coordination
- Principle:Apache Druid Data Parsing
- Principle:Infiniflow Ragflow Citation Insertion
- Principle:DevExpress Testcafe Runner Fluent Configuration
- Principle:Openai Openai node Client Side Stream Consumption
Implementations
- Implementation:Infiniflow Ragflow SliderInputFormField Component
- Implementation:Microsoft Autogen CI Checks Workflow
- Implementation:Langchain ai Langgraph AnyValue Channel
- Implementation:Nautechsystems Nautilus trader Actor Subscribe Bars
- Implementation:Langgenius Dify UpdateAppSiteStatus
- Implementation:CARLA simulator Carla RecurrentSharedFuture
- Implementation:LMCache LMCache LMCacheEngine Store
- Implementation:Microsoft Semantic kernel AddOpenAIChatClient
- Implementation:Openai Openai node FineTuning Checkpoints
- Implementation:Duckdb Duckdb Mbedtls Bignum
Heuristics
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
Environments
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Kserve Kserve Gateway API
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Sgl project Sglang ROCm
- Environment:Vllm project Vllm Python Dependencies
- Environment:Sgl project Sglang CPU
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Roboflow Rf detr Roboflow Deployment Credentials