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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:Cypress io Cypress Project Setup and Configuration
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Princeton nlp Tree of thought llm Adding new task
Principles
- Principle:Pola rs Polars Rust Crate Feature System
- Principle:Heibaiying BigData Notes Kafka Message Polling
- Principle:Kornia Kornia ONNX Inference
- Principle:Fede1024 Rust rdkafka Mock Topic Management
- Principle:Nautechsystems Nautilus trader Client Factory Registration
- Principle:Liu00222 Open Prompt Injection Application Assembly
- Principle:Neuml Txtai Content Indexing
- Principle:Datajuicer Data juicer Operator Package Registration
- Principle:Huggingface Trl PPO Multi Model Loading
- Principle:Ggml org Llama cpp Text Processing
Implementations
- Implementation:MaterializeInc Materialize Platform Check Subclasses
- Implementation:NVIDIA NeMo Curator QuotationRemover
- Implementation:OpenBMB UltraFeedback Principle Selection
- Implementation:ClickHouse ClickHouse Poco NetworkInterface
- Implementation:SeleniumHQ Selenium Closure UI DefaultToolbar
- Implementation:Pytorch Serve TsUtils
- Implementation:TobikoData Sqlmesh VSCode OpenAPI Spec
- Implementation:Online ml River Tree Nodes HTLeaf
- Implementation:Pola rs Polars Streaming Query Pipeline
- Implementation:Dagster io Dagster Tenacity Retry Pattern
Heuristics
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Apache Airflow Docker Container Environment
- Environment:Unslothai Unsloth Llama Cpp
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:DevExpress Testcafe Firefox Marionette