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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:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Avhz RustQuant Stochastic Process Simulation
Principles
- Principle:Kubeflow Pipelines Parallel Iteration
- Principle:Ggml org Llama cpp Model Architecture Support
- Principle:Elevenlabs Elevenlabs python Audio Source Selection
- Principle:Openai Evals Solver Output Postprocessing
- Principle:Pytorch Serve Speech Recognition Inference
- Principle:Lakeraai Pint benchmark Dataset Preparation
- Principle:Sdv dev SDV Synthesizer Persistence
- Principle:AUTOMATIC1111 Stable diffusion webui Embedding creation
- Principle:FlowiseAI Flowise Lead Capture
- Principle:CrewAIInc CrewAI Semantic Retrieval
Implementations
- Implementation:BerriAI Litellm Responses API
- Implementation:Langgenius Dify Contract Router
- Implementation:CARLA simulator Carla ROS2 Interface
- Implementation:Online ml River Sketch HeavyHitters
- Implementation:TobikoData Sqlmesh EditorPreview
- Implementation:Open compass VLMEvalKit MMIF Function And Compare
- Implementation:Deepspeedai DeepSpeed Transformer CUDA
- Implementation:Ollama Ollama Mtmd Llama4
- Implementation:Microsoft Playwright AndroidDispatcher
- Implementation:Huggingface Optimum TaskProcessor
Heuristics
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
Environments
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Apache Spark Release Build Environment
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Apache Dolphinscheduler Database Backend
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Dotnet Machinelearning Native Build Toolchain