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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:Ucbepic Docetl Long Document Chunking
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Openai Evals Building a custom eval
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Huggingface Diffusers LoRA Finetuning
Principles
- Principle:SeleniumHQ Selenium Page Object Test Design
- Principle:Heibaiying BigData Notes Spark TempView and SQL
- Principle:Confident ai Deepeval Function Tracing
- Principle:Hiyouga LLaMA Factory Causal Language Model Pretraining
- Principle:Microsoft DeepSpeedExamples DeepSpeed Training Loop
- Principle:Deepseek ai Janus VQ VAE Decoding
- Principle:Rapidsai Cuml Model Explainability
- Principle:Scikit learn Scikit learn Train Test Splitting
- Principle:Huggingface Datasets Sequence Feature Handling
- Principle:OpenHands OpenHands Runtime Provisioning
Implementations
- Implementation:Teamcapybara Capybara Spec Click Button
- Implementation:Interpretml Interpret ExampleRegressionObjective
- Implementation:ClickHouse ClickHouse Glibc Compatibility
- Implementation:LMCache LMCache LMCacheEngine Store
- Implementation:Infiniflow Ragflow Agent Utils
- Implementation:Speechbrain Speechbrain Prepare KsponSpeech Root
- Implementation:Farama Foundation Gymnasium PusherEnv V5
- Implementation:Recommenders team Recommenders PySpark ALS
- Implementation:Hpcaitech ColossalAI PPOTrainer
- Implementation:Apache Druid CurrentDartPanel
Heuristics
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:VainF Torch Pruning Over Pruning Prevention
Environments
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Ray project Ray Python Runtime Environment
- Environment:Vllm project Vllm GitHub
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Interpretml Interpret Blackbox Explainer Dependencies