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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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|---|---|---|
| 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:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Mistralai Client python Chat Completion
- Workflow:Langchain ai Langgraph CLI Deployment
Principles
- Principle:Fastai Fastbook Tabular Preprocessing
- Principle:Openai Evals Eval Set Resolution
- Principle:Apache Flink Object Reuse
- Principle:Webdriverio Webdriverio BrowserDetection
- Principle:Alibaba MNN Thread Local Execution Scope
- Principle:AUTOMATIC1111 Stable diffusion webui Responsive Layout
- Principle:Google deepmind Mujoco Model Text Dump
- Principle:TA Lib Ta lib python Price Data Preparation
- Principle:AUTOMATIC1111 Stable diffusion webui Network loading
- Principle:Microsoft Semantic kernel Streaming Response
Implementations
- Implementation:Langfuse Langfuse ClickHouse Dev Tables Script
- Implementation:Isaac sim IsaacGymEnvs Factory Schema Config Hierarchy
- Implementation:Huggingface Alignment handbook Setup Chat Format
- Implementation:Langgenius Dify Model Config Utils
- Implementation:Online ml River Compose Select
- Implementation:NVIDIA DALI EXIF Parser
- Implementation:Google deepmind Mujoco USD Tendon
- Implementation:Kubeflow Kubeflow Roadmap Documentation
- Implementation:CrewAIInc CrewAI RAG GitHub Loader
- Implementation:Triton inference server Server SharedMemoryManager
Heuristics
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
Environments
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Langfuse Langfuse Redis 7 Queue Cache