Amit Theoretical Deep Learning
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Hey beautiful explorer,

I have been an aspiring problem solver for 16 yrs. I was in the top 3 math solvers in my institute. I am great at math, data structures and algorithms, deep learning algorithms, etc. I have worked in MNCs and startups before as Machine Learning Engineer, and was part of several Research Teams across the world until now. I have more than 9+ yrs experience in deep learning.

If you want to get an Intuition of deep learning, in depth, you can join my monthly cohorts. We will be going into the depth of theory associated with Deep Learning, mainly Linear Algebra, Statistical Inference, Multivariate Calculus. After this course you should be able to understand Deep Learning models intuitively. Your theoretical foundation will be built here.

* 7-day Basic Math-for-AI course: Actual Price = Rs 3149/-, Discount Price = Rs 689/-
* 4-week Complete Linear Algebra Mastery course: Actual Price = Rs 19149/-, Discount Price = Rs 7789/-
* 4-week Complete Statistical Inference Mastery course: Actual Price = Rs 19149/-, Discount Price = Rs 7789/-
* 4-week Complete Multivariate Calculus Mastery course: Actual Price = Rs 19149/-, Discount Price = Rs 7789/-

The 7-day course has no live classes, but there would be assignments which would help you brainstorm on the concepts, with access to solutions. The full courses have weekly doubt solving remotely and 1 live session at the very end of the course, along with multiple assessments and solutions. I have created specific questionnaires myself, which shall help you think deeply about the topics. If you choose two or more full-length courses at a time, you shall get a 10% discount on the second and the third course. A full-length course also has free access to the 7-day course.

Both the courses will provide you with a certificate.

Please Note:
* While solving the questions, I will explain you the concept behind in detail. Often you'll be taught about multiple fast techniques to solve a single question.
* The courses do not have programming components. The main focus will be on theoretical aspects. The very reason of these courses is to build concrete foundations in mathematical analysis. With the rise of AI chatbots like ChatGPT, and agents like Cursor, implementation is easier than ever. However, for constructing newer architectures, you would require to understand mathematics of the existing papers, which have heavy intuition going on at a deep level. This course will make you strong at that intuition.
* When more familiar, Math becomes Art! Actually anything, becomes Art, upon familiarity!!

Subjects

  • Geometry Beginner-Expert

  • Calculus Beginner-Expert

  • Mathematics Beginner-Expert

  • Discrete Mathematics Beginner-Expert

  • Deep Learning Intermediate-Expert

  • Engineering Mathematics Beginner-Expert

  • Statistical Inference Beginner-Expert

  • Mathematical Analysis Beginner-Expert

  • PyTorch Beginner-Expert

  • AI (Artificial intelligence) Beginner-Expert

  • Linear Algebra (Advanced) Beginner-Expert

  • Convex Optimization Beginner-Expert

  • Research guidance Beginner-Expert

  • Statistics and data analysis Beginner-Expert

  • AI and Robotics Beginner-Expert

  • AI & ML Beginner-Expert

  • Maths (AI & ML) Beginner-Expert

  • Multidimensional and multivariate calculus Beginner-Expert

  • Generative AI Beginner-Expert

  • AI & Machine Learning Beginner-Expert

Experience

No experience mentioned.

Education

  • BTech (Jun, 2017–Jun, 2021) from IIT Roorkee

Fee details

    ₹3,149–19,149/month (US$33.14–201.55/month)

    7-day Basic Math-for-AI course (Beginner) - Rs 3149/-
    4-week Full Linear Algebra mastery course (Advanced) - Rs 19149/-
    4-week Full Statistical Inference mastery course (Advanced) - Rs 19149/-
    4-week Full Multivariate Calculus mastery course (Advanced) - Rs 19149/-

    Check course details for discounts.

Courses offered

  • Full Linear Algebra for AI Course with Intuition (Advanced)

    • ₹7789
    • Duration: 4 Weeks
    • Delivery mode: Online
    • Group size: 21 - 40
    • Instruction language: English
    • Certificate provided: Yes
    With the advent of smart AI chatbots like ChatGPT-4o, you might be wondering what's next. When you look at leaders worldwide and hear their opinions about the limitations of AI, it can be confusing. You may also have many thoughts about which architectures you want to build in the future and want to understand AI in detail. You might find yourself assuming what others say because you feel not qualified enough to make judgments about the theory associated with AI. Not until now!With the advent of smart AI chatbots like ChatGPT-4o, you might be wondering what's next. When you look at leaders worldwide and hear their opinions about the limitations of AI, it can be confusing. You may also have many thoughts about which architectures you want to build in the future and want to understand AI in detail. You might find yourself assuming what others say because you feel not qualified enough to make judgments about the theory associated with AI. Not until now!

    This course builds up the very fundamentals in deep learning (a part of AI). It will provide you with intuitive insights into how deep learning models work. This course will be a foundation in the theory of linear algebra, and the aspects of information representation which affect the dynamics of AI roots. The instructor will guide you through various Linear Algebra concepts in detail. Our theoretical assignments will help you dive deep into what's going on mathematically.

    Mathematics is the common ground where various intuitive thoughts can be analyzed together. It is the most essential component to get started with the intuition of AI models. Without it, you might always have to assume what others say.

    Hence, to successfully enroll in this course, you will need a basic knowledge of calculus, probability, and linear algebra, and most importantly, a strong will to understand Deep Learning Theory. However, we shall provide you a free 7-day course (actual worth Rs 689 even after discount) which shall take you through these basics.

    This course builds up the very fundamentals in deep learning (a part of AI). It will provide you with intuitive insights into how deep learning models work. This course will be a foundation in the theory of deep learning. The instructor will guide you through various architectures and their workings in detail. Our theoretical assignments will help you dive deep into what's going on mathematically.

    Mathematics is the common ground where various intuitive thoughts can be analyzed together. It is the most essential component to get started with the intuition of AI models. Without it, you might always have to assume what others say.

    Hence, to successfully enroll in this course, you will need a basic knowledge of calculus, probability, and linear algebra, and most importantly, a strong will to understand Deep Learning Theory. However, we shall provide you a 7-day course (actual price Rs 3149) for free which shall take you through these basics.

    The course has an ongoing discount, originally costs Rs 19149.

  • Full Statistics for AI Course with Intuition (Advanced)

    • ₹7789
    • Duration: 4 Weeks
    • Delivery mode: Online
    • Group size: 21 - 40
    • Instruction language: English
    • Certificate provided: Yes
    With the advent of smart AI chatbots like ChatGPT-4o, you might be wondering what's next. When you look at leaders worldwide and hear their opinions about the limitations of AI, it can be confusing. You may also have many thoughts about which architectures you want to build in the future and want to understand AI in detail. You might find yourself assuming what others say because you feel not qualified enough to make judgments about the theory associated with AI. Not until now!

    This course builds up the very fundamentals in deep learning (a part of AI). It will provide you with intuitive insights into how deep learning models work. This course will be a foundation in the theory of statistics and inference, and the aspects of evaluation metrics which govern understanding of how AI learns. The instructor will guide you through various Statistics and Inference concepts in detail. Our theoretical assignments will help you dive deep into what's going on mathematically.

    Mathematics is the common ground where various intuitive thoughts can be analyzed together. It is the most essential component to get started with the intuition of AI models. Without it, you might always have to assume what others say.

    Hence, to successfully enroll in this course, you will need a basic knowledge of calculus, probability, and linear algebra, and most importantly, a strong will to understand Deep Learning Theory. However, we shall provide you a 7-day course (actual price Rs 3149) for free which shall take you through these basics.

    The course has an ongoing discount, originally costs Rs 19149.

  • Full Multivariate Calculus for AI Course with Intuition (Advanced)

    • ₹7789
    • Duration: 4 Weeks
    • Delivery mode: Online
    • Group size: 21 - 40
    • Instruction language: English
    • Certificate provided: Yes
    With the advent of smart AI chatbots like ChatGPT-4o, you might be wondering what's next. When you look at leaders worldwide and hear their opinions about the limitations of AI, it can be confusing. You may also have many thoughts about which architectures you want to build in the future and want to understand AI in detail. You might find yourself assuming what others say because you feel not qualified enough to make judgments about the theory associated with AI. Not until now!With the advent of smart AI chatbots like ChatGPT-4o, you might be wondering what's next. When you look at leaders worldwide and hear their opinions about the limitations of AI, it can be confusing. You may also have many thoughts about which architectures you want to build in the future and want to understand AI in detail. You might find yourself assuming what others say because you feel not qualified enough to make judgments about the theory associated with AI. Not until now!

    This course builds up the very fundamentals in deep learning (a part of AI). It will provide you with intuitive insights into how deep learning models work. This course will be a foundation in the theory of linear algebra, and the aspects of information representation which affect the dynamics of AI roots. The instructor will guide you through various Linear Algebra concepts and their workings in detail. Our theoretical assignments will help you dive deep into what's going on mathematically.

    Mathematics is the common ground where various intuitive thoughts can be analyzed together. It is the most essential component to get started with the intuition of AI models. Without it, you might always have to assume what others say.

    Hence, to successfully enroll in this course, you will need a basic knowledge of calculus, probability, and linear algebra, and most importantly, a strong will to understand Deep Learning Theory. However, we shall provide you a free 7-day course (actual worth Rs 689 even after discount) which shall take you through these basics.

    This course builds up the very fundamentals in deep learning (a part of AI). It will provide you with intuitive insights into how deep learning models work. This course will be a foundation in multidimensional and multi variable calculus, which is the source for actual learning of AI models. The instructor will guide you through various concepts in detail. Our theoretical assignments will help you dive deep into what's going on mathematically.

    Mathematics is the common ground where various intuitive thoughts can be analyzed together. It is the most essential component to get started with the intuition of AI models. Without it, you might always have to assume what others say.

    Hence, to successfully enroll in this course, you will need a basic knowledge of calculus, probability, and linear algebra, and most importantly, a strong will to understand Deep Learning Theory. However, we shall provide you a 7-day course (actual price Rs 3149) for free which shall take you through these basics.

    The course has an ongoing discount, originally costs Rs 19149.

  • Basic Math Foundations of AI (Beginner)

    • ₹689
    • Duration: 1 Week
    • Delivery mode: Online
    • Group size: 41 or more
    • Instruction language: English
    • Certificate provided: No
    The course introduces you to the very core basics of mathematics that regulates AI. Topics mainly include basics of derivatives, integrals, matrices, determinants, probability and statistics. A further intuition of the geometry of one deep learning model is also given at the end.

    The course is suitable for someone who is totally unfamiliar with these foundations, and wish to make a transition through basics first.

    Every day has some problems that you would need to solve, so as to understand the concepts.

    Prerequisites:
    High school mathematics, mostly none.

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