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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:Mistralai Client python Text Embeddings
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
Principles
- Principle:MarketSquare Robotframework browser Page Navigation and Interaction
- Principle:Kubeflow Pipelines Incremental Model Training
- Principle:Duckdb Duckdb Quantile Estimation
- Principle:SeldonIO Seldon core Pipeline Version Progression
- Principle:Pyro ppl Pyro No U Turn Sampling
- Principle:Truera Trulens Method Instrumentation
- Principle:Ollama Ollama Architecture Detection
- Principle:NVIDIA NeMo Aligner Supervised Training Loop
- Principle:Vllm project Vllm Multimodal Generation
- Principle:Datahub project Datahub Java Client Initialization
Implementations
- Implementation:Mlflow Mlflow User Training Code
- Implementation:Openai Openai python Shared Function Definition
- Implementation:CrewAIInc CrewAI MongoDB Vector Search Tool
- Implementation:Datahub project Datahub Scheduled Ingestion Orchestration
- Implementation:Open compass VLMEvalKit Get Score Gen Table
- Implementation:Scikit learn Scikit learn ParameterGrid Init
- Implementation:Cohere ai Cohere python ChatMessage Model
- Implementation:Datajuicer Data juicer VideoDepthEstimationMapper
- Implementation:Langfuse Langfuse Dataset Items Repository
- Implementation:Puppeteer Puppeteer NgSchematics Packages Util
Heuristics
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
Environments
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Sgl project Sglang Grafana
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Run llama Llama index Sentence Transformers Finetuning