AI and machine learning are driving innovation across industries. Learn more about generative AI, large language models, and more with these resources.
AI and machine learning courses
University of Pennsylvania
Skills you'll gain: Agentic systems, Artificial Intelligence, Algorithms, Python Programming, Theoretical Computer Science, Liberal Arts
Skills you'll gain: Prompt Engineering, Large Language Modeling, Generative AI, AI Security, Gemini, AI Enablement, Google Workspace, Productivity Software, Artificial Intelligence and Machine Learning (AI/ML), LLM Application, Model Evaluation, AI Workflows, Workplace inclusivity, Social Impact, Operational Efficiency, Human Factors, Critical Thinking, Analysis, Data Security, Natural Language Processing
Skills you'll gain: Responsible AI, Generative AI, Natural Language Processing, Robotics, Business Logic, Risk Mitigation
GenAI is poised to be the largest technological revolution since the internet. In today's technologically evolving world, professionals skilled in AI and machine learning are in high demand across many industries. A career in this fast-growing field provides opportunities to use technical skills to drive meaningful business impact. Explore the diverse career paths, essential skills, and job types within AI and machine learning to start your journey in this exciting and rewarding domain.
Interested in artificial intelligence? Start by learning more about artificial intelligence and possible AI career paths.
Interested in machine learning? Read about core machine learning concepts, and explore machine learning certifications.
Interested in natural language processing? Dive into natural language processing applications and the skills required to succeed in this growing field.
Ready to start learning? Explore our catalog of artificial intelligence, machine learning, and natural language processing courses for beginners and experienced professionals.
![[Featured image] Programmer in startup office using large language model to get help with coding](https://images.ctfassets.net/wp1lcwdav1p1/2c8X181xL1axrwNiEkr5tz/6e89b020a6fc2241bed82db75d563593/GettyImages-2215415106.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A student works in a library on a laptop, using ChatGPT Deep Research.](https://images.ctfassets.net/wp1lcwdav1p1/63zAvOqGZvV3ynBJpxXlD9/8752e3d6f00c75d2810f41d3008f7e79/iStock_68981631_XXLARGE.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image]: A woman works at a desk adding a ChatGPT API to her team's project.](https://images.ctfassets.net/wp1lcwdav1p1/2cf4oech84aggv72UF1v8v/d904869e1898b26b8ef3b7f9b794559b/GettyImages-2182120546.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A woman sits at a table and uses ChatGPT for students on her laptop.](https://images.ctfassets.net/wp1lcwdav1p1/73FKgA6zgJOizbN1rlb2C8/18d6bab867199d46aeeb690e35604cd5/GettyImages-1131374781.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A group of learners gather in a classroom setting to learn more about the various types of AI agents and how to build their own.](https://images.ctfassets.net/wp1lcwdav1p1/ovNPzGiIvVOPuUqTIfrZ0/7eceb030ba830cf4ded8cf950f3c8bcd/GettyImages-2220248109.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] Two agriculturalists study plant development in a field using sustainable AI practices and technologies.](https://images.ctfassets.net/wp1lcwdav1p1/6GfpqhC8eOxLMO35LVu6I1/eccca5f9485f04b8351c4160bd051b1e/GettyImages-2164115676.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] Two learners sit on a blue couch in front of a large white bookshelf as they study probabilistic programming together and discuss its uses.](https://images.ctfassets.net/wp1lcwdav1p1/7lceg0VZ918qcvpbgMC9qq/3d25a4b739b39049ab7d1147cfde9ee4/GettyImages-1468223949.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A learner researches how to create a custom GPT on their laptop while drinking coffee in an outdoor setting.](https://images.ctfassets.net/wp1lcwdav1p1/6FBjbNM16jCtl6BboTTJFM/e1d613e77eb228472416ce138fcda8d4/GettyImages-1388227960.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] Three speakers sit in front of a screen that reads “Questions” as they complete a discussion on neuro-symbolic AI.](https://images.ctfassets.net/wp1lcwdav1p1/77ThcKfKjQ9cNk1vTjIxyc/3537490e7316d3fc81e10c6e2abffa70/GettyImages-1569801277.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] Two machine learning professionals use neural architecture search as they both look at a computer screen in a large office space.](https://images.ctfassets.net/wp1lcwdav1p1/OIwpTmBpRd8WCVlGSe4xX/fc6e49cfb29fa430ecc4579defd2a5ea/GettyImages-2215335684.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A computer programmer types code to guide the AI in generating content.](https://images.ctfassets.net/wp1lcwdav1p1/EvQRdjv53GIDCjat5gnVn/cf5fcb3bb8ba6ba559e77433a678e13d/GettyImages-2163867921.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image]: Two people in front of a computer collaborate on feature engineering for machine learning models to improve prediction accuracy.](https://images.ctfassets.net/wp1lcwdav1p1/5r32W4uSiKBwJY5aV14inW/ba980bb54ac45a2080552ddcb1ed2fcc/GettyImages-2025050043__1_.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
