MSAI Program for Software Engineers and Data Scientists | msinai.online



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18 Months Part-Time

MSAI.
The Credential for Engineers Who Build AI.

You already write production code. You have shipped models. You understand the stack. This program gives you the formal credential, the theoretical depth, and the research literacy to move from engineer to AI leader without leaving your current role.

Program at a Glance

Next Cohort

September 8, 2026

Duration

18 months (part-time)

Total Tuition

$24,000

Credits

30 credit hours

GRE Required

No

$195K+

Median salary for senior ML engineers at top tech firms

640K

New AI jobs projected by BLS through 2032

56%

Wage premium for verified AI skills (PwC 2025)

18 mo

Part-time completion while keeping your current role

No GRE

Portfolio-based admission

Built for Engineers. Not for Beginners.

This is not an introductory program. We assume you can write Python, understand gradient descent, and have shipped something to production. We start where most programs end.

Senior Software Engineers

You have been integrating AI APIs and building ML-adjacent features. This program gives you the depth to lead AI architecture decisions, evaluate model tradeoffs, and build systems that go beyond calling an endpoint.

Target Role: ML Engineering Lead / AI Architect

Data Scientists

You build models in notebooks and deploy them to production. This program closes the gap between data science and AI engineering: MLOps, distributed training, model governance, and production-scale inference.

Target Role: Principal Data Scientist / AI Research Lead

ML Engineers

You train and deploy models. This program adds the theoretical foundations, research literacy, and leadership skills to move from individual contributor to directing AI strategy at the team or company level.

Target Role: Director of AI / VP of Machine Learning

AI Researchers (Industry)

You work in applied research at a tech company or lab. The MSAI credential formalizes your expertise, opens doors to research leadership roles, and provides the academic foundation for a PhD if that is your long-term goal.

Target Role: Research Scientist / AI Research Director

Curriculum: 30 Credits

Advanced coursework designed for engineers with production experience. No introductory Python. No basic statistics. We go deep from day one.

MSAI 601

Advanced Deep Learning

Transformers, diffusion models, RLHF, mixture-of-experts architectures. Distributed training on GPU clusters using PyTorch.

MSAI 602

Large Language Models: Architecture and Fine-Tuning

Pre-training, RLHF, LoRA, RAG, and agentic frameworks. Build and fine-tune production LLMs using Hugging Face and vLLM.

MSAI 603

MLOps and Production AI Systems

CI/CD for ML, model registries, feature stores, drift detection, and inference optimization with Triton and TensorRT.

MSAI 604

Reinforcement Learning

Policy gradient methods, Q-learning, multi-agent RL, and real-world applications in robotics, recommendation systems, and autonomous agents.

MSAI 605

AI Safety, Alignment and Governance

Constitutional AI, interpretability, red-teaming, EU AI Act, NIST AI RMF, and building responsible AI programs at the organizational level.

MSAI 606

Capstone: Production AI System

Build and deploy a production-grade AI system solving a real-world problem. Presented to a panel of industry reviewers.

Elective Tracks (choose 2 courses)

Computer Vision and Multimodal AI — Generative AI and Creative Systems — AI for Healthcare and Life Sciences — Autonomous Systems and Robotics — AI in Finance and Risk — Natural Language Processing: Advanced Topics

Career Trajectory

The MSAI credential accelerates the path from individual contributor to AI leadership.

ML Engineer (pre-MSAI)

$145K–$175K

Typical base at mid-size tech company

Senior ML Engineer (post-MSAI)

$185K–$220K

+$40K median increase within 18 months

ML Engineering Lead

$220K–$270K

Total comp including equity at FAANG

Director of AI / VP ML

$280K–$400K+

Total comp at senior leadership level

Top Hiring Companies for MSAI Graduates

Google DeepMind • OpenAI • Anthropic • Microsoft AI • Meta AI • Amazon AWS AI • NVIDIA • Apple ML • Salesforce AI • Palantir • Scale AI • Cohere • Databricks • Hugging Face

Disclaimer: This is a mockup landing page demonstrating the potential use of msinai.online. All programs, curriculum, salary data, and content are illustrative only. Domain available at Afternic.

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  • MSAI is the fastest-growing graduate credential in computer science, up 167% since 2022
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