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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:Openai Evals Implementing a custom completion function
- Workflow:Openai Evals Building a custom eval
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
Principles
- Principle:Google deepmind Dm control Walker Selection
- Principle:Sdv dev SDV DayZ Single Table Parameter Detection
- Principle:Fastai Fastbook Language Model Fine Tuning
- Principle:Pola rs Polars Data Type Transformation
- Principle:Lucidrains X transformers Bidirectional Encoder Configuration
- Principle:Sktime Pytorch forecasting Scaled Dot Product Attention
- Principle:ARISE Initiative Robosuite Operational Space Control
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt Syntax
- Principle:Unslothai Unsloth Sentence Embedding Finetuning
- Principle:Microsoft Agent framework Chat Client Configuration
Implementations
- Implementation:Openclaw Openclaw GetReplyFromConfig
- Implementation:Microsoft Autogen Studio Datamodel Types
- Implementation:LaurentMazare Tch rs Tensor Convert
- Implementation:Deepset ai Haystack ExtractiveReader
- Implementation:Vllm project Vllm QuickReduce Base
- Implementation:SeleniumHQ Selenium NetworkUtils
- Implementation:NVIDIA NeMo Curator RapidsMPFShuffler
- Implementation:Eventual Inc Daft Set Runner Ray
- Implementation:Hiyouga LLaMA Factory VLLM Engine
- Implementation:Neuml Txtai Object Detection
Heuristics
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Fastai Fastbook Batch Size Selection
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
Environments
- Environment:Mistralai Client python Agents Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Apache Spark JDK Build Environment