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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:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Apache Hudi Flink Batch Incremental Read
Principles
- Principle:Vllm project Vllm LoRA Engine Configuration
- Principle:DataExpert io Data engineer handbook Experiment User Assignment
- Principle:Infiniflow Ragflow Document Upload
- Principle:Spotify Luigi NoSQL Data Targets
- Principle:InternLM Lmdeploy W8A8 Quantized Inference
- Principle:ThreeSR Awesome Inference Time Scaling Entry Format Verification
- Principle:Neuml Txtai YAML Application Configuration
- Principle:Puppeteer Puppeteer Browser Cache Management
- Principle:Guardrails ai Guardrails Validator Installation
- Principle:Webdriverio Webdriverio TypeScript Type Safety
Implementations
- Implementation:Google deepmind Dm control Composer Environment For Locomotion
- Implementation:Unstructured IO Unstructured Check Diff Expected Output
- Implementation:Neuml Txtai ImageHash
- Implementation:CrewAIInc CrewAI NL2SQL Tool
- Implementation:SeleniumHQ Selenium Rectangle
- Implementation:Avhz RustQuant HoLee
- Implementation:Huggingface Datasets Split Dataset By Node
- Implementation:Huggingface Datasets Dataset From Pandas
- Implementation:Langgenius Dify Var Utils
- Implementation:Apache Hudi HoodieTableSource GetScanRuntimeProvider
Heuristics
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
Environments
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Openai Evals OpenAI API Configuration
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Iterative Dvc Python Runtime
- Environment:Pola rs Polars Rust Build Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Getgauge Taiko Node Runtime
- Environment:Apache Hudi Flink Runtime Environment