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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:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:Apache Airflow Core Release Process
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Microsoft Playwright Browser automation CLI
Principles
- Principle:Pytorch Serve Streaming Cloud Inference
- Principle:Volcengine Verl SAPO Algorithm
- Principle:Mlflow Mlflow Code Instrumentation
- Principle:Obss Sahi COCO Dataset Loading
- Principle:Getgauge Taiko REPL Initialization
- Principle:Langchain ai Langgraph Type System
- Principle:Apache Kafka Coordinator Read Operations
- Principle:Ggml org Ggml CPU Tensor Operations
- Principle:Nautechsystems Nautilus trader Data Event Handling
- Principle:Kornia Kornia Grayscale Conversion
Implementations
- Implementation:Dagster io Dagster ML Pipeline Assets
- Implementation:Protectai Llm guard Output BanSubstrings
- Implementation:Datahub project Datahub KafkaEmitter
- Implementation:Run llama Llama index Settings Embed Model Assignment
- Implementation:NVIDIA DALI NumPy Header
- Implementation:Alibaba ROLL McaTrainer
- Implementation:Ggml org Llama cpp Memory Recurrent Header
- Implementation:Alibaba MNN OpenCL CL Ext Intel Header
- Implementation:Kubeflow Pipelines Helm Pipeline Template
- Implementation:Online ml River Metrics SMAPE
Heuristics
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
Environments
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Arize ai Phoenix Python Runtime