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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:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
Principles
- Principle:Ucbepic Docetl Pipeline Export
- Principle:OpenGVLab InternVL Weight Format Conversion
- Principle:Teamcapybara Capybara RSpec Integration
- Principle:Deepseek ai Janus Image Post Processing Flow
- Principle:Wandb Weave Prompt Definition
- Principle:Spotify Luigi Static Type Checking
- Principle:Huggingface Datasets CSV Export
- Principle:Microsoft LoRA BPE Text Decoding
- Principle:Microsoft Semantic kernel Execution Settings Configuration
- Principle:Microsoft LoRA NLG Evaluation Metrics
Implementations
- Implementation:Mbzuai oryx Awesome LLM Post training Pd ExcelWriter Export
- Implementation:Vibrantlabsai Ragas MetricBasePrompt
- Implementation:Langchain ai Langgraph BaseChannel
- Implementation:Intel Ipex llm Init Pipeline Parallel
- Implementation:Haosulab ManiSkill Camera Pose Randomization
- Implementation:Huggingface Open r1 GRPOTrainer Usage
- Implementation:Tensorflow Serving Tfrt Predict Util
- Implementation:Tensorflow Tfjs CategoryEncoding Layer
- Implementation:Risingwavelabs Risingwave Docker Compose Lakekeeper
- Implementation:NVIDIA NeMo Curator CommonCrawl Extractor
Heuristics
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
Environments
- Environment:Openai Openai python Realtime WebSocket
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Openai Whisper Triton
- Environment:OpenBMB UltraFeedback Python GPU Environment