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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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|---|---|---|
| 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:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Googleapis Python genai Context Caching
- Workflow:Vllm project Vllm Speculative Decoding
Principles
- Principle:Mbzuai oryx Awesome LLM Post training Paper Categorization
- Principle:Ggml org Llama cpp Conversion Environment Setup
- Principle:Spcl Graph of thoughts Ground Truth Evaluation
- Principle:Triton inference server Server Ensemble Configuration
- Principle:Huggingface Datatrove Bloom Filter Deduplication
- Principle:Neuml Txtai Agent Execution
- Principle:Lance format Lance Approximate Nearest Neighbor Search
- Principle:FMInference FlexLLMGen Distributed Pipeline Parallel Inference
- Principle:Confident ai Deepeval Automated Changelog Generation
- Principle:Apache Flink Congestion Control Rate Limiting
Implementations
- Implementation:Hpcaitech ColossalAI RewardModelTrainer
- Implementation:Datajuicer Data juicer DiversityAnalysis
- Implementation:Lm sys FastChat Split Long Conversation
- Implementation:Vespa engine Vespa Bootstrap Cmake Sh
- Implementation:Datahub project Datahub Run Quickstart Preflight Checks
- Implementation:HKUDS AI Trader Get Daily Price Crypto
- Implementation:Datahub project Datahub ProtobufExtensionUtil
- Implementation:PeterL1n BackgroundMattingV2 Torch onnx export
- Implementation:ArroyoSystems Arroyo Join Planner
- Implementation:DevExpress Testcafe TestFileParserBase
Heuristics
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Huggingface Datasets Image Dependencies
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:DevExpress Testcafe Node Runtime
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Snorkel team Snorkel PyTorch
- Environment:Eventual Inc Daft AI Provider Dependencies