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1,118
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:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Apache Spark Application Submission
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
Principles
- Principle:Apache Dolphinscheduler State Reconciliation
- Principle:Sktime Pytorch forecasting Hyperparameter Optimization
- Principle:Microsoft Agent framework Tool Approval Configuration
- Principle:MarketSquare Robotframework browser Keyword Method Implementation
- Principle:Neuml Txtai API Security
- Principle:Speechbrain Speechbrain Speaker Embedding Precomputation
- Principle:Scikit learn contrib Imbalanced learn Sampler Compatibility Checking
- Principle:Kserve Kserve InferenceService Specification
- Principle:Helicone Helicone Asynchronous Log Queuing
- Principle:Axolotl ai cloud Axolotl Continuous Integration Testing
Implementations
- Implementation:Hiyouga LLaMA Factory Visual Model Utils
- Implementation:Promptfoo Promptfoo Config Schema
- Implementation:Haifengl Smile PerfectHash
- Implementation:PrefectHQ Prefect Hello World Example
- Implementation:Lance format Lance Java BTreeIndexParams
- Implementation:AUTOMATIC1111 Stable diffusion webui Run postprocessing
- Implementation:Volcengine Verl Toolcall Shaping Reward
- Implementation:Datahub project Datahub SaveIntoDataSourceCommandVisitor
- Implementation:ArroyoSystems Arroyo Preview Connector
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda PySpark Streaming
Heuristics
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
Environments
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Alibaba MNN CPU Build Environment
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Togethercomputer Together python Fine Tuning Data Requirements