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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:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Cypress io Cypress Component Test Execution
Principles
- Principle:Helicone Helicone Marketing Attribution
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Quantization Lookup Tables
- Principle:Ollama Ollama GGUF Model Conversion Olmo
- Principle:Deepseek ai Janus Autoregressive Text Generation
- Principle:Getgauge Taiko Page Navigation
- Principle:HKUDS AI Trader Price Data Fetching
- Principle:Confident ai Deepeval Dataset Publishing
- Principle:Online ml River Online Feature Extraction
- Principle:Pyro ppl Pyro Evidence Lower Bound
- Principle:SeleniumHQ Selenium Coding Convention Compliance
Implementations
- Implementation:Protectai Llm guard Input Sentiment
- Implementation:Confident ai Deepeval Assert Test Function
- Implementation:Helicone Helicone SignUp Page
- Implementation:Guardrails ai Guardrails Guard Tracing
- Implementation:Langchain ai Langgraph Config Graph Paths
- Implementation:Microsoft Playwright WebSocketRouteDispatcher
- Implementation:Fede1024 Rust rdkafka StreamConsumer Recv
- Implementation:Tensorflow Tfjs Backend Operations
- Implementation:Speechbrain Speechbrain AISHELL1 Seq2seq Hparams
- Implementation:Axolotl ai cloud Axolotl SwanLab Custom Trainer Profiling
Heuristics
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Cypress io Cypress Browser Version Workarounds
Environments
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Avhz RustQuant Rust Stable
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Langfuse Langfuse Redis 7 Queue Cache