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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:Microsoft Autogen Multi Agent Conversation
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:Lance format Lance Full Text Search
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Apache Spark Release Process
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Pyro ppl Pyro Bayesian Regression
Principles
- Principle:LMCache LMCache Cluster Management
- Principle:Huggingface Datasets Dataset Testing
- Principle:ClickHouse ClickHouse Unicode Character Width
- Principle:Huggingface Optimum Sharded Weight Loading
- Principle:Alibaba ROLL MCoreAdapter Checkpoint Conversion
- Principle:Volcengine Verl VLM Actor Forward
- Principle:Explodinggradients Ragas Tool Call Accuracy Evaluation
- Principle:Tensorflow Tfjs Transformer Backbone Construction
- Principle:SeleniumHQ Selenium Grid Deployment Topology
- Principle:Truera Trulens Feedback Display Formatting
Implementations
- Implementation:ClickHouse ClickHouse Poco WebSocketImpl
- Implementation:Pytorch Serve Llama2 Tokenizer
- Implementation:SeleniumHQ Selenium Cookie
- Implementation:Lucidrains X transformers DPO Forward
- Implementation:Puppeteer Puppeteer Cdp Frame
- Implementation:TA Lib Ta lib python Setup Py Build
- Implementation:NVIDIA DALI ImageNet Synsets
- Implementation:Pyro ppl Pyro LazyJIT
- Implementation:Confident ai Deepeval Golden
- Implementation:Neuml Txtai Embeddings Index For RAG
Heuristics
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
Environments
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Sgl project Sglang ROCm
- Environment:Kserve Kserve Istio Service Mesh
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Openai Openai node OpenAI API Credentials
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment