Main Page
27,667
Total Pages
1,118
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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Browse by Category
| 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 Spark Application Submission
- Workflow:CARLA simulator Carla Building from Source
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Mlflow Mlflow Model Serving
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
Principles
- Principle:Astronomer Astronomer cosmos Virtualenv Operator Execution
- Principle:Allenai Open instruct Human Evaluation
- Principle:EvolvingLMMs Lab Lmms eval Environment Setup
- Principle:LaurentMazare Tch rs Tensor Shape Abstraction
- Principle:MaterializeInc Materialize Randomized Chaos Testing
- Principle:Deepset ai Haystack Embedding Based Retrieval
- Principle:Allenai Open instruct DPO Experiment Configuration
- Principle:Googleapis Python genai Local Tokenization
- Principle:Iamhankai Forest of Thought Monte Carlo Tree Search
- Principle:Spotify Luigi Distributed Processing
Implementations
- Implementation:Apache Paimon ApplyDeletionVectorReader
- Implementation:NVIDIA NeMo Curator WARC Iterator
- Implementation:Lm sys FastChat Condense Rotary Embedding
- Implementation:Apache Druid ShowJson
- Implementation:Lucidrains X transformers ContinuousTransformerWrapper
- Implementation:Apache Flink BucketAssigner GetBucketId
- Implementation:CARLA simulator Carla SensorRegistry
- Implementation:Risingwavelabs Risingwave JniCatalogWrapper LoadTable
- Implementation:Huggingface Alignment handbook Get Tokenizer
- Implementation:Open compass VLMEvalKit MMBenchVideo
Heuristics
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Danijar Dreamerv3 Percentile Return Normalization
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
Environments
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Apache Paimon Python Core Runtime
- Environment:Openai Whisper FFmpeg
- Environment:Apache Hudi Docker Demo Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime