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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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|---|---|---|
| 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:Mlc ai Web llm Function Calling
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Apache Airflow Core Release Process
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Huggingface Trl GRPO Training
Principles
- Principle:DataTalksClub Data engineering zoomcamp Structured Stream Processing
- Principle:Ucbepic Docetl Pipeline Assembly And Execution
- Principle:Huggingface Trl Reward Function Definition
- Principle:DistrictDataLabs Yellowbrick Learning Curve Analysis
- Principle:Norrrrrrr lyn WAInjectBench Binary Classifier Training
- Principle:Volcengine Verl Environment Setup
- Principle:Deepseek ai Janus Conversation Formatting
- Principle:CARLA simulator Carla Sensor Attachment
- Principle:Pytorch Serve System Diagnostics
- Principle:Apache Beam Job Service Connection
Implementations
- Implementation:Apache Dolphinscheduler FailoverCoordinator GlobalFailover
- Implementation:Vllm project Vllm LoRARequest Init
- Implementation:Ucbepic Docetl DecompositionComparisonDialog
- Implementation:Sgl project Sglang Common Extension Registration
- Implementation:Google deepmind Mujoco Thread Pool Header
- Implementation:Risingwavelabs Risingwave PostgresConnectorConfig
- Implementation:Evidentlyai Evidently Legacy Text Evals Preset
- Implementation:Treeverse LakeFS S3 PutObject
- Implementation:Mlflow Mlflow Set Matrix
- Implementation:Datajuicer Data juicer LLMAnalysisFilter
Heuristics
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Alibaba MNN Python Export Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Ucbepic Docetl Python Runtime