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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:Duckdb Duckdb Code Generation Pipeline
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Webdriverio Webdriverio Component Testing
Principles
- Principle:NVIDIA NeMo Aligner Reward Model Serving
- Principle:MarketSquare Robotframework browser Custom Keyword Invocation
- Principle:Datajuicer Data juicer Data Export
- Principle:Datahub project Datahub Quickstart Launch
- Principle:Mit han lab Llm awq Pseudo Quantization
- Principle:Spotify Luigi External Data Sources
- Principle:Duckdb Duckdb Random Number Generation
- Principle:CarperAI Trlx Reward Model Architecture
- Principle:Openai Openai agents python Streamed Run Invocation
- Principle:DataExpert io Data engineer handbook Windowed Aggregation
Implementations
- Implementation:Run llama Llama index MultiModalEmbedding
- Implementation:CarperAI Trlx GPTRewardModel
- Implementation:Mage ai Mage ai Twitter Ads Sync
- Implementation:Deepset ai Haystack Sidebars Navigation Config
- Implementation:Interpretml Interpret PseudoHuberRegressionObjective
- Implementation:Huggingface Datasets Dataset With Format For Tensors
- Implementation:Lance format Lance LegacyLogicalBinaryEncoding
- Implementation:NVIDIA TransformerEngine Ops L2Normalization
- Implementation:NVIDIA TransformerEngine Comm GEMM C API
- Implementation:Isaac sim IsaacGymEnvs Matplotlib3DPlotter
Heuristics
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Romsto Speculative Decoding Gamma Tuning
Environments
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Apache Spark Release Build Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Sgl project Sglang Triton
- Environment:HKUDS AI Trader Browser Runtime