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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
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Workflows
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Togethercomputer Together python Image Generation
Principles
- Principle:Puppeteer Puppeteer HTTP Response Handling
- Principle:Pytorch Serve GRPC Communication
- Principle:Run llama Llama index Global Settings Configuration
- Principle:Langchain ai Langchain Public API Surface
- Principle:Eventual Inc Daft Temp Table Registration
- Principle:Openclaw Openclaw Docker Image Build
- Principle:Run llama Llama index Tool Definition
- Principle:Cleanlab Cleanlab Latent Noise Estimation
- Principle:Shiyu coder Kronos Tokenizer Loading
- Principle:Nautechsystems Nautilus trader Instrument Specification
Implementations
- Implementation:OWASP Www project top 10 for large language model applications VulnerabilityEntry Parse Sections
- Implementation:Risingwavelabs Risingwave Grafana Dashboard Generation
- Implementation:Huggingface Trl GRPOTrainer Train Loop
- Implementation:Getgauge Taiko Repl Initialize
- Implementation:OpenRLHF OpenRLHF Actor init
- Implementation:Apache Paimon RoaringBitmap
- Implementation:ArroyoSystems Arroyo Run Pipeline
- Implementation:Speechbrain Speechbrain Hparams Switchboard Transformer
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel From Pretrained
- Implementation:Apache Hudi Stop Demo Script
Heuristics
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
Environments
- Environment:InternLM Lmdeploy Build From Source
- Environment:Apache Druid Integration Test Docker
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Ollama Ollama GPU Runtime
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Microsoft Autogen LLM Provider API Keys