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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:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Apache Kafka Docker Image Release
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
Principles
- Principle:Anthropics Anthropic sdk python Thinking Configuration
- Principle:Apache Spark Worker Fleet Management
- Principle:NVIDIA DALI Generic Iterator
- Principle:Langgenius Dify Model and Prompt Configuration
- Principle:LaurentMazare Tch rs Neural Style Transfer
- Principle:OpenHands OpenHands Business Route Mounting
- Principle:Tencent Ncnn Detection Visualization
- Principle:Ollama Ollama Manifest Resolution
- Principle:Apache Flink Source Switching
- Principle:Mbzuai oryx Awesome LLM Post training Paper Categorization
Implementations
- Implementation:OpenRLHF OpenRLHF ProcessRewardDataset init
- Implementation:Datahub project Datahub ProtobufDataset Builder
- Implementation:Open compass VLMEvalKit CGAVCounting Utils
- Implementation:Lance format Lance IndexCaches
- Implementation:Datajuicer Data juicer PipelineDAG
- Implementation:Openai Openai python BaseModel Validation
- Implementation:Hpcaitech ColossalAI Code Reward Utils
- Implementation:Nightwatchjs Nightwatch Session Cleanup API
- Implementation:TobikoData Sqlmesh SQLMeshModel Extension
- Implementation:Openai Evals Get Final Results From Dir
Heuristics
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
Environments
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Sgl project Sglang Web
- Environment:Roboflow Rf detr Python GPU Environment