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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:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Vespa engine Vespa CI CD build pipeline
Principles
- Principle:Apache Shardingsphere Configuration Change Initiation
- Principle:Run llama Llama index Text Chunking
- Principle:CARLA simulator Carla Walker AI Control
- Principle:Run llama Llama index Docstore Deduplication
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Dequantization And Matmul
- Principle:Ollama Ollama Llama Cpp Integration
- Principle:Langfuse Langfuse Experiment Configuration Validation
- Principle:DevExpress Testcafe Browser Connection Lifecycle
- Principle:Openai Openai python Fine Tuning Job Monitoring
- Principle:MaterializeInc Materialize Docker Image Building
Implementations
- Implementation:Run llama Llama index FunctionCallingLLM
- Implementation:Triton inference server Server SharedMemoryManager
- Implementation:OpenBMB UltraFeedback Inference Environment Setup
- Implementation:Protectai Llm guard Output MaliciousURLs
- Implementation:Risingwavelabs Risingwave SinkWriterStreamObserver OnNext
- Implementation:Apache Beam FanOutStreamingEngineWorkerHarness
- Implementation:Huggingface Datasets DownloadManager
- Implementation:Haifengl Smile GA Parent Selection
- Implementation:Ollama Ollama XTools WebSearch
- Implementation:Lance format Lance UpdateBuilder And MergeInsertBuilder
Heuristics
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
Environments
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Openai Whisper PyTorch CUDA
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Getgauge Taiko Node Runtime
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Getgauge Taiko Docker Container
- Environment:Huggingface Datasets Lance Dependencies