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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:Apache Flink Hybrid Source Switching
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:Microsoft Onnxruntime ORTModule Training
Principles
- Principle:Google deepmind Dm control Team Configuration
- Principle:Risingwavelabs Risingwave CDC PostgreSQL Streaming
- Principle:Ollama Ollama GGUF Model Conversion Qwen3Next
- Principle:Microsoft Playwright Set Up Test Resources
- Principle:Isaac sim IsaacGymEnvs Policy Training Loop
- Principle:Mage ai Mage ai Singer Message Ingestion
- Principle:Anthropics Anthropic sdk python Error Handling And Exceptions
- Principle:Risingwavelabs Risingwave CDC Change Data Capture
- Principle:Cypress io Cypress Component Result Review
- Principle:CrewAIInc CrewAI Tool Assignment
Implementations
- Implementation:Mlc ai Mlc llm MLC Chat Config
- Implementation:Webdriverio Webdriverio InsightsHandler Class
- Implementation:Mit han lab Llm awq VilaLlamaForCausalLM
- Implementation:Neuml Txtai PGVector ANN
- Implementation:Togethercomputer Together python Batches Get Batch
- Implementation:LMCache LMCache PDBackend Close
- Implementation:Run llama Llama index Index Data Structs
- Implementation:PacktPublishing LLM Engineers Handbook VectorBaseDocument Search
- Implementation:Ggml org Ggml Zendnn backend
- Implementation:Evidentlyai Evidently Legacy Data Drift Preset
Heuristics
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Trailofbits Fickling Race Condition Prevention
Environments
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment