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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:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
Principles
- Principle:Spcl Graph of thoughts Keyword Counting Response Parsing
- Principle:Pyro ppl Pyro Stochastic Optimization
- Principle:Openai Openai python Audio Translation
- Principle:Lucidrains X transformers Hybrid Discrete Continuous Tokens
- Principle:Norrrrrrr lyn WAInjectBench Model Serialization
- Principle:Arize ai Phoenix Application Instrumentation
- Principle:Togethercomputer Together python Image Generation Request
- Principle:Webdriverio Webdriverio ElementChaining
- Principle:Cypress io Cypress V8 Snapshot Optimization
- Principle:Fastai Fastbook DataBlock Construction
Implementations
- Implementation:Isaac sim IsaacGymEnvs Apply Randomizations
- Implementation:NVIDIA DALI YOLOv4 COCO
- Implementation:BerriAI Litellm Litellm Global Configuration
- Implementation:Iterative Dvc Repo Init
- Implementation:Zai org CogVideo RIFE Refinement
- Implementation:Speechbrain Speechbrain Train Voicebank MTL
- Implementation:Eric mitchell Direct preference optimization BasicTrainer Train
- Implementation:Groq Groq python JSONL Construction
- Implementation:Huggingface Datasets Dataset Filter
- Implementation:Ggml org Llama cpp Peg Parser Header
Heuristics
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Groq Groq python Error Handling Hierarchy
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Huggingface Datasets Parquet Shard Sizing
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
Environments
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Huggingface Trl Python Core Dependencies
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Sgl project Sglang CUDA SM100