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Workflows
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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:Langgenius Dify Knowledge Base Management
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Online ml River Time Series Forecasting
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
Principles
- Principle:Romsto Speculative Decoding Interactive CLI
- Principle:Diagram of thought Diagram of thought Task Requirements Definition
- Principle:Guardrails ai Guardrails BuildInfrastructure
- Principle:Triton inference server Server Model Weight Download
- Principle:Scikit learn Scikit learn Density Estimation
- Principle:Haosulab ManiSkill Tensor RNG Reward Primitives
- Principle:Isaac sim IsaacGymEnvs Population Based Training
- Principle:Google deepmind Mujoco Control Noise Generation
- Principle:Intel Ipex llm RAG Chain Assembly
- Principle:Webdriverio Webdriverio CommandLifecycle
Implementations
- Implementation:Apache Airflow Provider Yaml Schema
- Implementation:Sgl project Sglang Scalar Type
- Implementation:Evidentlyai Evidently Legacy Text Part Feature
- Implementation:Bigscience workshop Petals AutoTokenizer From Pretrained
- Implementation:PrefectHQ Prefect Pydantic AI Agent Setup
- Implementation:Langfuse Langfuse CompileChatMessages
- Implementation:Microsoft Onnxruntime TrainingOptimizer
- Implementation:Openai Evals Classify Function
- Implementation:Ggml org Llama cpp Convert Llama GGML To GGUF
- Implementation:Guardrails ai Guardrails SQLiteTraceHandler
Heuristics
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
Environments
- Environment:FlowiseAI Flowise Database Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Snorkel team Snorkel PySpark
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Huggingface Trl DeepSpeed Environment