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1,118
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:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Online ml River Online Clustering
- Workflow:Wandb Weave Prompt Management
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Ggml org Llama cpp Speculative Decoding
Principles
- Principle:Datahub project Datahub Emitter Initialization
- Principle:Kserve Kserve Model Agent Loading
- Principle:Google deepmind Mujoco BVH Acceleration
- Principle:PacktPublishing LLM Engineers Handbook Post Training Inference Validation
- Principle:Tensorflow Serving Target Interface
- Principle:Ggml org Llama cpp Model Inspection
- Principle:Online ml River Multiclass Decomposition
- Principle:Datahub project Datahub UI Access
- Principle:Ray project Ray Distributed Task Submission
- Principle:Trailofbits Fickling File Property Discovery
Implementations
- Implementation:CrewAIInc CrewAI OCR Tool
- Implementation:DevExpress Testcafe Compiler GetTests
- Implementation:Microsoft Playwright FfPage
- Implementation:Arize ai Phoenix CorrectnessEvaluator
- Implementation:Cleanlab Cleanlab CleanLearning Fit
- Implementation:Datahub project Datahub Mce Builder URN Helpers
- Implementation:Openai Openai python Completion Create Params
- Implementation:Apache Paimon OptionsUtils Python
- Implementation:Gretelai Gretel synthetics TensorFlowConfig
- Implementation:Tensorflow Serving Simple Loader Test
Heuristics
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
Environments
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Intel Ipex llm vLLM XPU Serving Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Pyro ppl Pyro Visualization Tools