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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:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
Principles
- Principle:Run llama Llama index Finetuned Model Retrieval
- Principle:Duckdb Duckdb Source Package Building
- Principle:Getgauge Taiko Browser Closure
- Principle:Webdriverio Webdriverio Session Cleanup
- Principle:Vllm project Vllm Speculative Engine Initialization
- Principle:TobikoData Sqlmesh Incremental Model Definition
- Principle:CARLA simulator Carla Sensor Attachment
- Principle:Diagram of thought Diagram of thought Typed Protocol Configuration
- Principle:Interpretml Interpret Feature Binning And Discretization
- Principle:Sktime Pytorch forecasting Synthetic Data Generation
Implementations
- Implementation:Openai Openai node Node CJS Lockfile
- Implementation:MarketSquare Robotframework browser Response Util
- Implementation:Risingwavelabs Risingwave PostgresConnectorConfig
- Implementation:Avhz RustQuant AnalyticOptionPricer Greeks
- Implementation:Duckdb Duckdb Zstd Common
- Implementation:Open compass VLMEvalKit CreationMMBenchDataset
- Implementation:EvolvingLMMs Lab Lmms eval ScreenSpot Utils
- Implementation:Lm sys FastChat Vision Image
- Implementation:Langchain ai Langchain SandboxTests
- Implementation:Danijar Dreamerv3 Main Configuration
Heuristics
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
Environments
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Promptfoo Promptfoo Node Runtime