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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:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Huggingface Transformers Model Quantization
Principles
- Principle:Princeton nlp SimPO Environment Setup
- Principle:Apache Airflow Testing Quality Assurance
- Principle:Gretelai Gretel synthetics Batch Data Export
- Principle:CARLA simulator Carla Simulation Replay
- Principle:Apache Hudi Docker Prerequisites Check
- Principle:Tensorflow Serving Servable Identity And State
- Principle:Mage ai Mage ai Source Connector Scaffolding
- Principle:Microsoft DeepSpeedExamples Multi Dataset VQA Preparation
- Principle:Vllm project Vllm Output Schema Definition
- Principle:Bentoml BentoML Composed Pipeline Testing
Implementations
- Implementation:Online ml River Base Transformer
- Implementation:Ollama Ollama Llama Unicode
- Implementation:Farama Foundation Gymnasium RecordVideo
- Implementation:ClickHouse ClickHouse Gh Pr Create
- Implementation:Apache Dolphinscheduler FailoverCoordinator WorkerFailover
- Implementation:Open compass VLMEvalKit BMMR Grade
- Implementation:Spcl Graph of thoughts Thought
- Implementation:Neuml Txtai Similarity Pipeline
- Implementation:Openai Openai python Response Incomplete Webhook
- Implementation:Duckdb Duckdb Mbedtls ECP
Heuristics
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
Environments
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Getgauge Taiko Docker Container
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Datahub project Datahub Python Ingestion
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Promptfoo Promptfoo SQLite Database