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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:Zai org CogVideo Video Captioning
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Langchain ai Langchain Release Process
Principles
- Principle:Ggml org Llama cpp Batch Processing System
- Principle:Interpretml Interpret EBM JSON Serialization
- Principle:Truera Trulens Agent Evaluation Metrics
- Principle:Intel Ipex llm LoRA Model Loading bf16
- Principle:Haosulab ManiSkill Parallel Trajectory Generation
- Principle:Lucidrains X transformers Variational Latent Language Modeling
- Principle:Langgenius Dify ReactPatterns
- Principle:Mlflow Mlflow Code Instrumentation
- Principle:Norrrrrrr lyn WAInjectBench Image Embedding Initialization
- Principle:Huggingface Alignment handbook Odds Ratio Preference Optimization
Implementations
- Implementation:Alibaba MNN FlatBuffers Reflection Impl
- Implementation:Facebookresearch Audiocraft EncodecModel decode
- Implementation:Evidentlyai Evidently Legacy Text Evals Preset
- Implementation:Tensorflow Serving File System Storage Path Source Test
- Implementation:Openai Openai python Response Input File Param
- Implementation:Scikit learn contrib Imbalanced learn Pipeline
- Implementation:Vllm project Vllm SM100 FMHA MLA TMA Warpspecialized
- Implementation:Apache Druid SampleForTimestamp
- Implementation:ClickHouse ClickHouse Poco IPAddress
- Implementation:Online ml River Reco BiasedMF
Heuristics
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Microsoft LoRA LoRA Init Strategy
Environments
- Environment:Apache Hudi Flink Runtime Environment
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Intel Ipex llm NPU Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Ggml org Ggml Python Tooling Environment