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Workflows
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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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|---|---|---|
| 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:ArroyoSystems Arroyo UDF Development
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
Principles
- Principle:CarperAI Trlx Hyperparameter Sweep
- Principle:NVIDIA DALI Custom Operator Build System
- Principle:DataExpert io Data engineer handbook Kafka Source Table Definition
- Principle:EvolvingLMMs Lab Lmms eval Baseline Comparison
- Principle:Heibaiying BigData Notes HBase Connection Configuration
- Principle:Zai org CogVideo Video Loading and Preprocessing
- Principle:Groq Groq python Speech Generation
- Principle:TobikoData Sqlmesh Production Promotion
- Principle:TobikoData Sqlmesh Macro And Jinja Translation
- Principle:Huggingface Datasets Feature Type Definition
Implementations
- Implementation:Eric mitchell Direct preference optimization Concatenated Forward
- Implementation:Elevenlabs Elevenlabs python SpeakerSeparationResponseModel
- Implementation:Cypress io Cypress Install Start CI
- Implementation:Infiniflow Ragflow Admin NavigationLayout Component
- Implementation:Wandb Weave Prompt Ref Get
- Implementation:Google deepmind Mujoco MJX Dataclasses
- Implementation:Speechbrain Speechbrain S2SWhisperBeamSearcher
- Implementation:Microsoft Playwright WebKit BrowserType
- Implementation:Apache Flink BlockSplittingRecursiveEnumerator ConvertToSourceSplits
- Implementation:Triton inference server Server L0 Long Running Stress Scenarios
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Langgenius Dify SQL Escape Backslash First
Environments
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Truera Trulens Python Core Environment
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment