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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:Intel Ipex llm LoRA Finetuning
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Onnx Onnx Model Creation
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Groq Groq python Chat Completion
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
Principles
- Principle:Mlc ai Mlc llm Model Packaging Configuration
- Principle:Neuml Txtai Dimensionality Reduction
- Principle:Fede1024 Rust rdkafka Custom Async Runtime Integration
- Principle:Mage ai Mage ai Paginated SQL Extraction
- Principle:Huggingface Optimum Model Download and Configuration
- Principle:Huggingface Datasets XML Dataset Building
- Principle:Haosulab ManiSkill Agent Controller Architecture
- Principle:Online ml River Online Pattern Adaptation
- Principle:Ggml org Llama cpp GPU Inference
- Principle:Duckdb Duckdb Settings And Storage Info Generation
Implementations
- Implementation:Teamcapybara Capybara Capybara Add Selector
- Implementation:Zai org CogVideo ActNorm
- Implementation:Treeverse LakeFS Java SDK Model PullRequest
- Implementation:NVIDIA NeMo Curator ImageAestheticFilterStage
- Implementation:Guardrails ai Guardrails SQL Utils
- Implementation:Heibaiying BigData Notes Job SetCombinerClass
- Implementation:Langfuse Langfuse PromptService Cache
- Implementation:Anthropics Anthropic sdk python Messages Parse
- Implementation:Cypress io Cypress Component Config Options
- Implementation:Turboderp org Exllamav2 Ext QMLP
Heuristics
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Openai Whisper Median Word Duration Clamping
Environments
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Openai Openai python Azure OpenAI
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies