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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:Apache Kafka Release Candidate Staging
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Apache Airflow Core Release Process
- Workflow:VainF Torch Pruning LLM Structural Pruning
Principles
- Principle:Duckdb Duckdb Unicode Processing
- Principle:Datahub project Datahub Patch Based Updates
- Principle:Webdriverio Webdriverio W3CProtocolCompliance
- Principle:Danijar Dreamerv3 Distributed Replay Management
- Principle:Farama Foundation Gymnasium Atari Preprocessing
- Principle:Ggml org Ggml GGUF File Creation
- Principle:Pyro ppl Pyro Custom Distribution Framework
- Principle:Zai org CogVideo Vector Quantization
- Principle:Open compass VLMEvalKit Model Registry
- Principle:Marker Inc Korea AutoRAG Results Dashboard
Implementations
- Implementation:NVIDIA NeMo Curator WARC Iterator
- Implementation:Spotify Luigi HdfsTarget
- Implementation:Tensorflow Serving BatchingOptions Configuration
- Implementation:Teamcapybara Capybara Capybara Server Configuration
- Implementation:TobikoData Sqlmesh Theme Context
- Implementation:Ggml org Llama cpp Graph Header
- Implementation:Fastai Fastbook Text Classifier DataLoaders
- Implementation:Open compass VLMEvalKit VGRPBench Battleships
- Implementation:Huggingface Diffusers ModelMixin From Pretrained Frozen
- Implementation:TA Lib Ta lib python Stream Function API
Heuristics
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
Environments
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration