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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:BerriAI Litellm Fine Tuning Job
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Vespa engine Vespa CI CD build pipeline
Principles
- Principle:Farama Foundation Gymnasium Vector Observation Transformation
- Principle:Treeverse LakeFS Diff and Review
- Principle:Scikit learn Scikit learn Clustering
- Principle:LaurentMazare Tch rs Autoregressive Sampling
- Principle:Ggml org Llama cpp Ngram Speculative Drafting
- Principle:Langgenius Dify Zustand State Management
- Principle:DistrictDataLabs Yellowbrick Learning Curve Analysis
- Principle:NVIDIA DALI GPU Image Decoding
- Principle:Testtimescaling Testtimescaling github io Paper Relevance Assessment
- Principle:Mlflow Mlflow Documentation Site Configuration
Implementations
- Implementation:MarketSquare Robotframework browser Login Test Page
- Implementation:Mlfoundations Open flamingo EvalModel
- Implementation:Treeverse LakeFS Java SDK Model GarbageCollectionRules
- Implementation:OpenGVLab InternVL POPE Benchmark Evaluation
- Implementation:FlowiseAI Flowise ProfileSection
- Implementation:Predibase Lorax CLIP Vision Encoder
- Implementation:LMCache LMCache LMCacheEngineConfig Blend Fields
- Implementation:Huggingface Trl PPO Model Loading Pattern
- Implementation:Open compass VLMEvalKit MMHelix Skyscrapers Eval
- Implementation:NVIDIA TransformerEngine FusedAdam
Heuristics
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
Environments
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Kubeflow Pipelines Python SDK
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Vllm project Vllm Intel XPU