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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:Webdriverio Webdriverio Page Object Pattern
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
Principles
- Principle:Scikit learn Scikit learn Grid Search
- Principle:AUTOMATIC1111 Stable diffusion webui Configuration Management
- Principle:Zai org CogVideo DDIM Inversion
- Principle:Openai CLIP Top K Accuracy Evaluation
- Principle:Haifengl Smile Point Data Preparation
- Principle:Ollama Ollama HardwareDiscovery
- Principle:CARLA simulator Carla Traffic Behavior Configuration
- Principle:Huggingface Optimum Framework Detection
- Principle:Apache Dolphinscheduler Failover Process Initiation
- Principle:Onnx Onnx External Data Conversion
Implementations
- Implementation:Haosulab ManiSkill RoboCasaHandles
- Implementation:LMCache LMCache MRU Cache Policy
- Implementation:Openai Openai python Response Content Part Done Event
- Implementation:Roboflow Rf detr Roboflow SDK Auth
- Implementation:Kserve Kserve LLM Prefill Worker DP Config
- Implementation:Lance format Lance Cleanup Old Versions
- Implementation:ArroyoSystems Arroyo Start Pipeline Modal
- Implementation:Huggingface Transformers Custom Init Isort
- Implementation:CARLA simulator Carla VehicleAckermannControl
- Implementation:VainF Torch Pruning Head Pruning Config
Heuristics
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
Environments
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Groq Groq python Python Groq SDK
- Environment:MarketSquare Robotframework browser Docker Container