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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:Explodinggradients Ragas LLM Benchmarking
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Apache Spark Application Submission
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
Principles
- Principle:Huggingface Peft Quantized Model Preparation
- Principle:ClickHouse ClickHouse Glibc Symbol Replacement
- Principle:Unslothai Unsloth Reward Function Design
- Principle:Predibase Lorax Stateless Conversation Management
- Principle:Confident ai Deepeval Exception Hierarchy Design
- Principle:Openai Openai agents python Documentation Build Pipeline
- Principle:AUTOMATIC1111 Stable diffusion webui Configuration Management
- Principle:Mlfoundations Open flamingo FSDP Model Wrapping
- Principle:Apache Airflow Security Review Planning
- Principle:Datahub project Datahub Pipeline Execution
Implementations
- Implementation:Speechbrain Speechbrain Prepare Switchboard Transformer
- Implementation:InternLM Lmdeploy AnomalyHandler
- Implementation:Anthropics Anthropic sdk python Exceptions
- Implementation:Duckdb Duckdb Mbedtls ECP
- Implementation:ARISE Initiative Robosuite Observables
- Implementation:Openai Openai python Completion Create Params
- Implementation:Scikit learn Scikit learn LinearModelModule
- Implementation:FlowiseAI Flowise EvaluationResultSideDrawer
- Implementation:Huggingface Datasets ImageFolder Builder
- Implementation:NVIDIA DALI C API V2 Ref Counting
Heuristics
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
Environments
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Openai Whisper Triton