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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:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Mlflow Mlflow GenAI Evaluation
Principles
- Principle:TobikoData Sqlmesh Data Exploration And Validation
- Principle:Alibaba MNN LLM Engine Compilation
- Principle:Roboflow Rf detr Checkpoint Management
- Principle:Ggml org Ggml Python Tensor Interop
- Principle:Mistralai Client python Training Data Preparation
- Principle:Puppeteer Puppeteer Bluetooth Emulation
- Principle:Marker Inc Korea AutoRAG Configuration Validation
- Principle:SeldonIO Seldon core Explainer Pipeline Integration
- Principle:Ollama Ollama Prompt Construction
- Principle:Langchain ai Langgraph Graph Persistence Compilation
Implementations
- Implementation:Online ml River Tree HoeffdingAdaptiveTreeClassifier
- Implementation:NVIDIA TransformerEngine Ops BasicLinear
- Implementation:Explodinggradients Ragas RAG Query Function Pattern
- Implementation:Diagram of thought Diagram of thought DAG Traversal Algorithms
- Implementation:Pyro ppl Pyro RSA Schelling
- Implementation:Explodinggradients Ragas DataTable To Pandas
- Implementation:Intel Ipex llm NPU LLM CLI Cpp
- Implementation:CARLA simulator Carla OdrSpiral
- Implementation:Alibaba ROLL SFTWorker Train Step
- Implementation:FMInference FlexLLMGen ExecutionEnv Close Copy Threads
Heuristics
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
Environments
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:DevExpress Testcafe Node Runtime
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Openai Openai agents python Python 3 9 Runtime