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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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Browse by Category
| 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:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
Principles
- Principle:Huggingface Optimum GPTQ Post Initialization
- Principle:Apache Beam Parallel Execution
- Principle:Alibaba ROLL Advantage Estimation with KL Penalty
- Principle:Iterative Dvc Data Index Update
- Principle:Huggingface Optimum Benchmarking and Evaluation
- Principle:Google deepmind Mujoco Resource Provider
- Principle:Mage ai Mage ai Paginated SQL Extraction
- Principle:Vespa engine Vespa Tokenization
- Principle:Triton inference server Server Engine Validation
- Principle:Kornia Kornia Dense Feature Matching
Implementations
- Implementation:Apache Dolphinscheduler RpcService Annotation
- Implementation:Astronomer Astronomer cosmos ExasolUserPasswordProfileMapping
- Implementation:Spotify Luigi BigQueryTarget
- Implementation:DataTalksClub Data engineering zoomcamp SparkSession Builder
- Implementation:Datajuicer Data juicer LLMPerplexityFilter
- Implementation:ArroyoSystems Arroyo Create Connection Table
- Implementation:Astronomer Astronomer cosmos SnowflakeEncryptedPrivateKeyFileProfileMapping
- Implementation:TobikoData Sqlmesh ModelNode
- Implementation:Alibaba ROLL Compute Advantage
- Implementation:Tensorflow Serving Docker Build Serving Image
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Tensorflow Serving Model Warmup Strategy
Environments
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Protectai Modelscan H5py Optional
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment