CERTIFICATION
PYX-001 / Artificial IntelligenceBeginner 120 minutes
Introduction to Artificial Intelligence
Assess AI concepts, search, reasoning, prediction, and responsible decision-making.
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PYX-001 / Artificial Intelligence
PYX-002 / Machine LearningBeginner 120 minutes
Beginner Machine Learning
Demonstrate your understanding of supervised learning, clustering, optimization, and model evaluation.
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PYX-003 / Computer VisionBeginner 120 minutes
Beginner Deep Learning for Computer Vision
Assess image representations, convolution, neural networks, and visual classification.
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PYX-004 / NLPBeginner 120 minutes
Beginner Deep Learning for NLP
Demonstrate text preprocessing, embeddings, sequence models, and attention fundamentals.
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PYX-005 / Generative AIBeginner 120 minutes
Beginner Generative AI
Assess generative models for text and images, sampling, prompting, and responsible evaluation.
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PYX-006 / UI/UXBeginner 120 minutes
Beginner UI/UX
Demonstrate user research, interaction design, accessibility, and usability measurement.
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PYX-007 / Computer VisionIntermediate 120 minutes
Intermediate Computer Vision
Assess transfer learning, object detection, segmentation metrics, and visual error analysis.
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PYX-008 / Computer VisionAdvanced 120 minutes
Advanced Computer Vision
Demonstrate advanced vision architectures, geometric reasoning, matching, and deployment trade-offs.
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PYX-009 / NLPIntermediate 120 minutes
Intermediate NLP
Assess text representations, sequence labeling, retrieval, and language evaluation.
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PYX-010 / NLPAdvanced 120 minutes
Advanced NLP
Demonstrate advanced language modeling, adaptation, decoding, and robust retrieval evaluation.
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PYX-011 / Data ScienceBeginner 120 minutes
Beginner Data Science
Assess data cleaning, descriptive statistics, aggregation, and exploratory analysis.
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PYX-012 / Data ScienceIntermediate 120 minutes
Intermediate Data Science
Demonstrate statistical inference, resampling, cohort analysis, and validation.
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PYX-013 / Data ScienceAdvanced 120 minutes
Advanced Data Science
Assess causal inference, uncertainty, drift, experimentation, and decision-making.
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PYX-014 / Machine LearningIntermediate 120 minutes
Intermediate Machine Learning
Assess ensembles, optimization, calibration, and reliable machine learning evaluation.
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PYX-015 / Machine LearningAdvanced 120 minutes
Advanced Machine Learning
Assess ensembles, optimization, calibration, and reliable machine learning evaluation.
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PYX-016 / UI/UXIntermediate 120 minutes
Intermediate UI/UX
Assess interaction systems, research evidence, inclusive design, and product experiments.
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PYX-017 / UI/UXAdvanced 120 minutes
Advanced UI/UX
Assess interaction systems, research evidence, inclusive design, and product experiments.
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PYX-018 / Generative AIIntermediate 120 minutes
Intermediate Generative AI
Assess generative architectures, retrieval, diffusion, adaptation, and model evaluation.
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PYX-019 / Generative AIAdvanced 120 minutes
Advanced Generative AI
Assess generative architectures, retrieval, diffusion, adaptation, and model evaluation.
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PYX-020 / Data EngineerBeginner 120 minutes
Beginner Data Engineer
Build reliable data foundations through Python transformations, schemas, quality checks, and ETL calculations.
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PYX-021 / Data EngineerIntermediate 120 minutes
Intermediate Data Engineer
Assess analytical data modeling, CDC, event-time windows, and reproducible pipeline operations.
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PYX-022 / Data EngineerAdvanced 120 minutes
Advanced Data Engineer
Demonstrate distributed pipeline reasoning, fault tolerance, and stateful stream processing.
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PYX-023 / Data AnalystBeginner 120 minutes
Beginner Data Analyst
Analyze small datasets using descriptive statistics, reliable metrics, and clear interpretation.
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PYX-024 / Data AnalystIntermediate 120 minutes
Intermediate Data Analyst
Evaluate cohorts, trends, relationships, and experiments with careful analytical reasoning.
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PYX-025 / Data AnalystAdvanced 120 minutes
Advanced Data Analyst
Assess advanced experimentation, causal comparisons, and robust decision-making.
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PYX-026 / BioinformaticsBeginner 120 minutes
Beginner Bioinformatics
Work with DNA sequences, sequencing quality, and foundational biological data algorithms.
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PYX-027 / BioinformaticsIntermediate 120 minutes
Intermediate Bioinformatics
Apply sequence alignment, genomic coordinates, and count normalization to small biological datasets.
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PYX-028 / BioinformaticsAdvanced 120 minutes
Advanced Bioinformatics
Assess statistical and algorithmic reasoning for reproducible biological analysis.
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PYX-029 / Speech RecognitionBeginner 120 minutes
Beginner Deep Learning for Speech Recognition
Explore waveforms, acoustic features, CTC decoding, and speech-recognition evaluation.
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PYX-030 / Speech RecognitionIntermediate 120 minutes
Intermediate Deep Learning for Speech Recognition
Apply speech feature calculations, sequence decoding, and acoustic-language score fusion.
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PYX-031 / Speech RecognitionAdvanced 120 minutes
Advanced Deep Learning for Speech Recognition
Assess streaming recognition, CTC dynamic programming, and latency-aware speech systems.
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PYX-032 / Generative AI LLMBeginner 120 minutes
Beginner Generative AI LLM
Assess language-model foundations, token sampling, context budgets, and evidence-based generation.
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PYX-033 / Generative AI LLMIntermediate 120 minutes
Intermediate Generative AI LLM
Build reasoning skills for retrieval-augmented generation, adaptation, and language-model evaluation.
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PYX-034 / Generative AI LLMAdvanced 120 minutes
Advanced Generative AI LLM
Assess efficient LLM serving, preference optimization, and deployment evaluation.
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PYX-035 / Generative AI MultimodalBeginner 120 minutes
Beginner Generative AI Multimodal
Relate image, text, and audio representations through basic multimodal algorithms and evaluation.
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PYX-036 / Generative AI MultimodalIntermediate 120 minutes
Intermediate Generative AI Multimodal
Evaluate cross-modal attention, contrastive learning, spatial grounding, and temporal alignment.
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PYX-037 / Generative AI MultimodalAdvanced 120 minutes
Advanced Generative AI Multimodal
Assess robust multimodal fusion, resource allocation, and controlled evaluation.
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PYX-038 / AI EngineerBeginner 120 minutes
Beginner AI Engineer
Demonstrate practical AI engineering foundations: data preparation, model inference, retrieval, evaluation, and reliable AI service operations.
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PYX-039 / Product Development & ManagementProfessional 120 minutes
Product Development and Management
Demonstrate professional product judgment through strategy, discovery, experimentation, business analysis, and complex delivery cases. A 50-question assessment with no coding.
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START CURIOUS. FINISH CAPABLE.Registered participants. One attempt. Verifiable credentials.