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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:Langchain ai Langgraph Functional API Workflow
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Openai Evals Building a custom eval
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:SeldonIO Seldon core Inference Pipeline
Principles
- Principle:Langgenius Dify SSRFPrevention
- Principle:Trailofbits Fickling Import Level Pickle Interception
- Principle:DistrictDataLabs Yellowbrick Silhouette Analysis
- Principle:Run llama Llama index Evaluation Result Analysis
- Principle:Kubeflow Kubeflow Component Deployment
- Principle:Isaac sim IsaacGymEnvs Task Selection and Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Face restoration
- Principle:Haifengl Smile SQL Database Connection
- Principle:Ggml org Llama cpp CLI Argument Parsing
- Principle:Apache Dolphinscheduler Plugin Artifact Provisioning
Implementations
- Implementation:Arize ai Phoenix Legacy LiteLLMModel
- Implementation:Duckdb Duckdb Release Upload Scripts
- Implementation:DevExpress Testcafe Selector API
- Implementation:NVIDIA DALI EfficientDet HParams
- Implementation:Google deepmind Dm control Build Dog
- Implementation:Openai Openai python Image Edit Completed Event
- Implementation:Datahub project Datahub Pip Install Acryl Datahub
- Implementation:Fede1024 Rust rdkafka StreamConsumer Stream
- Implementation:Unstructured IO Unstructured PartitionStrategy
- Implementation:Openai Openai agents python Non Strict Output Type Pattern
Heuristics
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Microsoft LoRA Label Smoothing NLG
Environments
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Bentoml BentoML BentoCloud Credentials