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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:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
Principles
- Principle:Togethercomputer Together python Text Preprocessing
- Principle:Apache Beam Result Collection
- Principle:Interpretml Interpret Local Explanation Generation
- Principle:PacktPublishing LLM Engineers Handbook Pipeline Reporting
- Principle:FMInference FlexLLMGen Transformers Package Build
- Principle:Ggml org Ggml CI Build Testing
- Principle:Huggingface Datatrove Word Level Statistics
- Principle:Farama Foundation Gymnasium Q Learning Tabular
- Principle:OpenBMB UltraFeedback Critique Annotation
- Principle:NVIDIA DALI Operator Schema Registration
Implementations
- Implementation:Mage ai Mage ai Destination Export Batch Data
- Implementation:Ollama Ollama Llama KV Cells
- Implementation:Open compass VLMEvalKit UniSVG
- Implementation:TobikoData Sqlmesh ReportErrors
- Implementation:Lance format Lance Java Ref
- Implementation:Online ml River Metrics MSE
- Implementation:Cohere ai Cohere python Dataset Model
- Implementation:Predibase Lorax Flash Gemma2 Modeling
- Implementation:Neuml Txtai RDBMS Graph
- Implementation:Isaac sim IsaacGymEnvs AllegroKukaUtils
Heuristics
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Apache Hudi Write Memory Tuning
Environments
- Environment:Apache Beam Java Build Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Spotify Luigi Apache Spark
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Apache Airflow Python Runtime Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment