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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:Fastai Fastbook Tabular Modeling
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Risingwavelabs Risingwave CDC Data Replication
Principles
- Principle:Apache Druid Supervisor Operational Management
- Principle:Ray project Ray Deployment Configuration And Binding
- Principle:Eventual Inc Daft Iceberg Reading
- Principle:Duckdb Duckdb Brotli Compression
- Principle:Lm sys FastChat LLM Prompt Classification
- Principle:Ggml org Llama cpp Computation Graph Building
- Principle:Langgenius Dify Workflow Execution
- Principle:Openai Openai node Chat Completion Invocation
- Principle:Pola rs Polars Lazy Query Collection
- Principle:Apache Shardingsphere SQL Statement Interception
Implementations
- Implementation:Openai Openai python Response Failed Webhook
- Implementation:PrefectHQ Prefect Client Read Flow Runs
- Implementation:DataTalksClub Data engineering zoomcamp SparkSession Builder
- Implementation:TobikoData Sqlmesh Common Tooltip
- Implementation:Pyro ppl Pyro Stable
- Implementation:Haifengl Smile DataFrame To Numerical For SQL
- Implementation:Dagster io Dagster Sensor Decorator
- Implementation:Confident ai Deepeval Update Retriever Span
- Implementation:Infiniflow Ragflow List Filter Util
- Implementation:Mlfoundations Open flamingo Flamingo generate
Heuristics
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
Environments
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Huggingface Trl Python Core Dependencies
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Dotnet Machinelearning TorchSharp Environment