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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:Langchain ai Langchain Vector Store Operations
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
Principles
- Principle:Microsoft Onnxruntime Checkpoint Loading
- Principle:Wandb Weave Decorator Style Enforcement
- Principle:Heibaiying BigData Notes Spark Session Creation
- Principle:Alibaba ROLL LoRA Parameter Optimization
- Principle:Fastai Fastbook Classifier Data Preparation
- Principle:Promptfoo Promptfoo Result Output
- Principle:EvolvingLMMs Lab Lmms eval Task Directory Structure
- Principle:ARISE Initiative Robosuite Camera Randomization
- Principle:Apache Druid Visualization Module Selection
- Principle:Pyro ppl Pyro Sequential Monte Carlo
Implementations
- Implementation:DataExpert io Data engineer handbook Statsig Initialize
- Implementation:Elevenlabs Elevenlabs python GetPronunciationDictionaryMetadataResponse
- Implementation:Google deepmind Dm control Variation Math
- Implementation:Google deepmind Mujoco Engine Util Errmem
- Implementation:Ollama Ollama ToChatCompletion
- Implementation:ARISE Initiative Robosuite USDObjects
- Implementation:Microsoft Onnxruntime OrtTrainingPythonModule
- Implementation:Openai Openai python Eval Retrieve Response
- Implementation:Puppeteer Puppeteer PSelectorParser
- Implementation:Huggingface Optimum RunConfig
Heuristics
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
Environments
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Google deepmind Mujoco C Build Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Apache Airflow Database Backend Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Spotify Luigi Tornado Web Server