• Program Duration0 weeks
  • Learning FormatOnline Bootcamp

PGP AI and ML Course Highlights

Elevate your career with our online AI course, leveraging Caltech's academia and IBM's industry insights. Learn Python, ML, NLP, and more through engaging virtual classes and practical projects.

  • Caltech’s Academic Excellence

    A leading science and engineering institute known for industry-pioneering innovations.

    Caltech’s contributions have earned international recognition and 38 Nobel Prizes.

  • Learn from Great Educators

    Global AI and ML experts lead training with industry use cases and applications.

    Masterclasses delivered by distinguished Caltech CTME instructors.

  • Experiential Learning in a Cohort-based Program

    11 months of applied learning: 25+ hands-on projects with integrated labs

    Capstone projects in 3 domains to validate your skills across top company challenges

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Program Outcomes

Program CertificateProgram Certificate
  • Earn a program completion certificate from Caltech CTME
  • Earn a Caltech CTME Circle Membership
  • Receive up to 22 CEUs (Continuing Education Units)
  • Get a program performance report for the entire learning path

PGP AI and ML Course Curriculum

  • Welcome to this artificial intelligence course, developed and presented with Caltech CTME and IBM, which will help you become an AI and ML domain expert.

  • This comprehensive course thoroughly explains generative AI models, specifically focusing on ChatGPT. Participants will acquire practical skills to leverage ChatGPT for building and deploying AI chatbot applications effectively. The course covers topics such as generative AI, explainable AI, prompt engineering, fine-tuning, ethical considerations, and the future of generative AI.

  • This course provides you with essential Python programming skills that will serve as the building blocks for your entire program journey. You will learn how to effectively implement artificial intelligence (AI) and machine learning (ML) algorithms, conduct data analysis, and construct intelligent systems efficiently using Python

  • Developed by IBM, this course equips students with the skills to leverage Python for data science. By the end of the course, participants will be proficient in writing Python scripts and performing hands-on data analysis using a Jupyter-based lab environment.

  • This course provides coverage of key concepts in data science, such as data preparation, model development, and evaluation. Throughout the course, you will develop a strong understanding of fundamental Python concepts such as strings, Lambda functions, and lists. You will explore various important skills such as Z-test, T-test, and ANOVA. Furthermore, you will acquire data visualization skills using popular libraries like Matplotlib, Seaborn, Plotly, and Bokeh.

  • This course comprehensively covers various types of machine learning and their practical applications. You will explore the machine learning pipeline and delve into topics such as supervised learning, regression models, and classification algorithms. You will also study unsupervised learning, including clustering techniques and ensemble modeling. Evaluate machine learning frameworks like TensorFlow and Keras, and build a recommendation engine with PyTorch.

  • Elevate your machine learning skills to the next level with this comprehensive course on deep learning using TensorFlow and Keras. Gain a thorough understanding of deep learning concepts, empowering you to construct artificial neural networks and navigate through complex data abstraction layers. By harnessing the potential of data, this course prepares you to venture into new frontiers of Artificial Intelligence.

  • This comprehensive course provides you with the necessary skills to deploy deep learning tools using AI/ML frameworks. You will explore the fundamental concepts and applications of deep learning and understand the distinctions between DL and ML. The course covers a range of topics, including neural networks, forward and backward propagation, TensorFlow 2, Keras, model interpretability, CNNs, transfer learning, object detection,RNNs, autoencoders, and creating neural networks in PyTorch.

  • The capstone project allows you to implement the skills you learned throughout this bootcamp. You will solve industry-specific challenges by leveraging various AI and ML techniques. The capstone project is the final step in the core learning path and will help you showcase your expertise to employers.

Skills Covered

  • ChatGPT
  • Computer Vision
  • Deep Learning
  • Ensemble Methods
  • Explainable AI
  • Generative AI
  • Machine Learning Algorithms
  • Model Evaluation and Validation
  • Model Training and Optimization
  • Natural Language Processing
  • Prompt Engineering
  • Reinforcement Learning
  • Speech Recognition
  • Statistics
  • Supervised and Unsupervised Learning

Tools Covered

ChatGPT
Dalle.2
Mid-journey
python
tensorflow
keras
MatPlotlib
NLKT
ScikitLearn
Open CV
NumPy
Selenium FSD

Industry Projects

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    PGP AI and ML Program Advisor

    Eligibility Criteria

    • A bachelor's degree with an average of 50% or higher marks
    • Basic understanding of programming concepts and mathematics
    • 2+ years of work experience preferred

    Best Suited For

    • Software Engineers
    • IT Professionals
    • Data Professionals
    • Business Analysts
    • Product Managers

    How to Apply for PGP AI and ML Course

    • STEP 1Submit Application

      Tell us a bit about yourself and why you want to do this AI course

    • STEP 2Application Review

      An admission panel will shortlist candidates based on their application

    • STEP 3Admission

      Selected candidates can begin the AI Course online within 1-2 weeks

    Demand for AI and ML Courses In 2024

    AI specialists are amongst the highest-earning professionals in the tech industry. Transitioning to this field can potentially open doors to rewarding career prospects with substantial earning opportunities. Our online artificial intelligence course equips you with a comprehensive understanding and practical exposure, setting you up to excel in this burgeoning field.

    Our PGP in AI and Machine Learning, a blend of rich learning and hands-on experiences, could be your gateway to this exciting domain. Our online AI courses have been carefully crafted to help you master artificial intelligence and machine learning, the twin pillars of the future technological landscape. With our AI course, you gain not just theoretical knowledge but also hands-on experience that's vital in the real world. Conquer the AI field with this course today!

    PGP AI and ML Course FAQs

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