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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:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Ggml org Llama cpp Speculative Decoding
Principles
- Principle:Mage ai Mage ai Incremental Sync State
- Principle:Deepseek ai Janus Prompt Formatting for Generation
- Principle:Iamhankai Forest of Thought LLM as Judge
- Principle:Helicone Helicone Result Type Pattern
- Principle:Guardrails ai Guardrails BuildInfrastructure
- Principle:Nautechsystems Nautilus trader Rust Workspace Organization
- Principle:Online ml River Anomaly Detection Evaluation
- Principle:Wandb Weave Client Initialization
- Principle:Pytorch Serve Pipeline Parallelism
- Principle:NVIDIA DALI External Data Source
Implementations
- Implementation:NVIDIA NeMo Curator FilePartitioningStage
- Implementation:Datajuicer Data juicer CleanHtmlMapper
- Implementation:Google deepmind Mujoco MJX Ray
- Implementation:Bitsandbytes foundation Bitsandbytes PagedAdamW8bit
- Implementation:Onnx Onnx ArrayRef
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda CSV Consumer
- Implementation:Apache Airflow TriggererJobRunner Loop
- Implementation:TobikoData Sqlmesh PlanBuilder Set Start End
- Implementation:Getgauge Taiko TextBox
- Implementation:Puppeteer Puppeteer Docusaurus Config
Heuristics
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Alibaba ROLL Reward Clipping Normalization
Environments
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Intel Ipex llm Portable Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Truera Trulens Python Core Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Spotify Luigi Apache Spark