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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:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
Principles
- Principle:Farama Foundation Gymnasium REINFORCE Policy Gradient
- Principle:NVIDIA TransformerEngine Complete Transformer Layer
- Principle:OpenGVLab InternVL DDP Gradient Compression
- Principle:Huggingface Alignment handbook Model Loading
- Principle:DataTalksClub Data engineering zoomcamp Kafka Streams Topology
- Principle:Interpretml Interpret Local Explanation Generation
- Principle:Dagster io Dagster Resource Management
- Principle:Ggml org Llama cpp GGUFFormat
- Principle:Lucidrains X transformers Preference Data Preparation
- Principle:Alibaba ROLL SFT Validation
Implementations
- Implementation:Apache Hudi HoodieCatalogUtil AlterTable
- Implementation:Turboderp org Exllamav2 ExLlamaV2TokenizerBase
- Implementation:Isaac sim IsaacGymEnvs RunDescription
- Implementation:LaurentMazare Tch rs Resnet18
- Implementation:Openai Evals Get Final Results From Dir
- Implementation:Open compass VLMEvalKit EgoExoBench Utils
- Implementation:Openai Openai python Response Failed Webhook
- Implementation:Vllm project Vllm ImageAsset And VideoAsset
- Implementation:Alibaba MNN RapidJSON Reader
- Implementation:Haosulab ManiSkill MP Parallel Pattern
Heuristics
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:NVIDIA NeMo Curator Video Frame Sampling Strategy
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
Environments
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Eventual Inc Daft AI Provider Dependencies