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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:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
Principles
- Principle:Vllm project Vllm Multimodal Prompt Formatting
- Principle:Dagster io Dagster Incremental Processing
- Principle:Nautechsystems Nautilus trader Python Package Configuration
- Principle:Langgenius Dify DataTransformation
- Principle:Microsoft LoRA NLG Dataset Preparation
- Principle:Webdriverio Webdriverio Session Management
- Principle:Evidentlyai Evidently Project Configuration
- Principle:Openai Openai python Fine Tuning Job Monitoring
- Principle:Ggml org Llama cpp Speculative Decoding
- Principle:Langgenius Dify App Type Selection
Implementations
- Implementation:Avhz RustQuant Graph and Variable
- Implementation:Huggingface Diffusers LoRA Training Config
- Implementation:Spotify Luigi SalesforceAPI
- Implementation:Iterative Dvc Database
- Implementation:Kornia Kornia Pyproject Config
- Implementation:Online ml River Stats Mode
- Implementation:Ollama Ollama VerifyBlob
- Implementation:BerriAI Litellm Batch Utils
- Implementation:ARISE Initiative Robosuite TableArena
- Implementation:Huggingface Transformers Models To Deprecate
Heuristics
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
Environments
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Obss Sahi Python Pycocotools
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment