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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:Apache Flink File Source Pipeline
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
Principles
- Principle:ARISE Initiative Robosuite Environment Factory
- Principle:Sktime Pytorch forecasting TimeXer Architecture
- Principle:Eric mitchell Direct preference optimization Hydra Configuration
- Principle:Google deepmind Mujoco Scene Update
- Principle:Duckdb Duckdb Parquet Serialization
- Principle:Elevenlabs Elevenlabs python Transcript Event Handling
- Principle:Scikit learn contrib Imbalanced learn SVM Borderline Oversampling
- Principle:Apache Spark Test Orchestration
- Principle:Triton inference server Server Weight Conversion
- Principle:ChenghaoMou Text dedup SimHash Fingerprinting
Implementations
- Implementation:Open compass VLMEvalKit SenseChatVisionWrapper
- Implementation:Gretelai Gretel synthetics ACTGANSynthesizer Sample
- Implementation:Microsoft Playwright BidiNetworkManager
- Implementation:Huggingface Datatrove NGramDecontamination
- Implementation:Online ml River Tree StochasticGradientTree
- Implementation:Huggingface Datasets ImageFolder Builder
- Implementation:Cohere ai Cohere python Text Preparation Pattern
- Implementation:Alibaba ROLL Merge LoRA Into State Dict
- Implementation:ARISE Initiative Robosuite HingedBox
- Implementation:Kubeflow Pipelines Dsl Pipeline Decorator
Heuristics
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
Environments
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Huggingface Datasets Image Dependencies
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Tensorflow Serving Python Client Environment