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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:Microsoft LoRA LoRA Integration
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Mistralai Client python Chat Completion
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Apache Flink Stream File Compaction
- Workflow:Arize ai Phoenix Span Annotation Pipeline
Principles
- Principle:Ggml org Ggml CPU Feature Detection
- Principle:TobikoData Sqlmesh PR Environment Creation
- Principle:Apache Shardingsphere SPI Refresher Loading
- Principle:EvolvingLMMs Lab Lmms eval Model Configuration
- Principle:Apache Flink Enriched Row Composition
- Principle:FMInference FlexLLMGen Resource Cleanup
- Principle:NVIDIA NeMo Curator Text Cleaning and Normalization
- Principle:OWASP Www project top 10 for large language model applications Supplemental Content Translation
- Principle:Langfuse Langfuse OTel Input Output Extraction
- Principle:Scikit learn contrib Imbalanced learn Value Difference Metric
Implementations
- Implementation:Kubeflow Pipelines XGBoost Train Incremental
- Implementation:Volcengine Verl Multimodal Rollout Request
- Implementation:Avhz RustQuant FFT
- Implementation:SeleniumHQ Selenium FirefoxCommandContext
- Implementation:Iterative Dvc Repo Get
- Implementation:Open compass VLMEvalKit MMHelix Aquarium Eval
- Implementation:Ggml org Ggml Ggml opt fit
- Implementation:Alibaba ROLL DPOPipeline Val
- Implementation:Microsoft LoRA Legacy Run SWAG
- Implementation:OpenHands OpenHands OrgService Get Owner Role
Heuristics
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
Environments
- Environment:Ollama Ollama CGo Runtime
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:Dagster io Dagster GRPC Communication