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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:Truera Trulens Snowflake Observability Pipeline
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
Principles
- Principle:ClickHouse ClickHouse Banned Function Enforcement
- Principle:AUTOMATIC1111 Stable diffusion webui Task Progress Tracking
- Principle:Apache Dolphinscheduler Task Reassignment
- Principle:Neuml Txtai Benchmark Evaluation
- Principle:DevExpress Testcafe CI Environment Setup
- Principle:Nautechsystems Nautilus trader Portfolio Analysis
- Principle:Ggml org Llama cpp DiffusionGeneration
- Principle:Langchain ai Langgraph Docker Image Building
- Principle:Unstructured IO Unstructured Ingest Processing Configuration
- Principle:CarperAI Trlx ILQL Configuration
Implementations
- Implementation:Iterative Dvc Utils Core Helpers
- Implementation:Predibase Lorax Flash Mixtral Modeling
- Implementation:Pyro ppl Pyro Unit
- Implementation:Vllm project Vllm LLM Generate Speculative
- Implementation:FlowiseAI Flowise ArrayRenderer
- Implementation:Neuml Txtai Textractor Call
- Implementation:EvolvingLMMs Lab Lmms eval LongTimeScope Utils
- Implementation:Tensorflow Tfjs GPT2Tokenizer Constructor
- Implementation:Apache Shardingsphere ShadowRule GetShadowDataSourceMappings
- Implementation:Hiyouga LLaMA Factory Multimodal Plugin
Heuristics
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Apache Spark Hardware Provisioning Tips
Environments
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Dagster io Dagster GRPC Communication
- Environment:Apache Druid Druid Cluster Api
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Treeverse LakeFS LakeFS Server Environment