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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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|---|---|---|
| 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:Datajuicer Data juicer Custom Operator Development
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
Principles
- Principle:Mistralai Client python SDK Installation
- Principle:Scikit learn Scikit learn Anomaly Detection
- Principle:Huggingface Datasets Audio Feature Handling
- Principle:Helicone Helicone Cross Provider Transform
- Principle:AUTOMATIC1111 Stable diffusion webui Diffusion Model Architecture
- Principle:Openclaw Openclaw Multi Agent Architecture
- Principle:Treeverse LakeFS Repository Creation
- Principle:Microsoft Semantic kernel Process Execution
- Principle:MaterializeInc Materialize Blue Green Deployment
- Principle:Online ml River Holt Winters Forecasting
Implementations
- Implementation:SeleniumHQ Selenium Closure Math
- Implementation:Huggingface Transformers Check Copies
- Implementation:Bentoml BentoML GrpcClient
- Implementation:Neuml Txtai Application Init
- Implementation:BerriAI Litellm DD Tracing
- Implementation:Google deepmind Dm control Locomotion Props
- Implementation:Microsoft LoRA Mark Only LoRA Trainable
- Implementation:Google deepmind Dm control Binding Generator
- Implementation:CARLA simulator Carla MultiGPU Listener
- Implementation:Microsoft Agent framework Workflow Run
Heuristics
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
Environments
- Environment:Apache Airflow Python Runtime Environment
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Vllm project Vllm CUDA Hopper