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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:Kornia Kornia Differentiable Image Augmentation
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
Principles
- Principle:DataTalksClub Data engineering zoomcamp Kafka Custom Serialization
- Principle:Ray project Ray Cross Language Task Submission
- Principle:SeldonIO Seldon core Experiment Traffic Analysis
- Principle:Huggingface Transformers Training Execution
- Principle:Elevenlabs Elevenlabs python Transcript Event Handling
- Principle:Bigscience workshop Petals Optimizer Setup
- Principle:ARISE Initiative Robosuite Texture Randomization
- Principle:Sgl project Sglang Frontend Backend Initialization
- Principle:Webdriverio Webdriverio Source Analysis
- Principle:Tensorflow Serving JSON Response Serialization
Implementations
- Implementation:ClickHouse ClickHouse Pdjson Tokenizer
- Implementation:Ggml org Ggml Weight extraction pattern
- Implementation:Huggingface Datasets StreamingDownloadManager
- Implementation:ArroyoSystems Arroyo Impulse Operator
- Implementation:Infiniflow Ragflow GenerateButton Component
- Implementation:Langchain ai Langchain ChatAnthropicTools
- Implementation:Openai Openai python Fine Tuning Job Failed Webhook
- Implementation:Online ml River Metrics CrossEntropy
- Implementation:Infiniflow Ragflow SearchService Update LLM Config
- Implementation:NVIDIA NeMo Curator RayClient
Heuristics
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
Environments
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Snorkel team Snorkel Dask Distributed