How to Learn Ai From Scratch in 2024, Best Resources to Learn

Introduction

AI is a fascinating and rapidly evolving field that has many applications and benefits for humanity. In this blog post, I will share with you some of the best resources to help you get started with How to Learn Ai From Scratch in 2024, both free and paid.

What is AI?

What is AI?
What is AI?

AI, or Artificial Intelligence, is the science and engineering of creating systems that can perform tasks that normally require human intelligence, such as understanding language, recognizing images, making decisions, and learning from data. AI is a broad field that encompasses many subfields, such as machine learning, deep learning, natural language processing, computer vision, robotics, and more.

Getting Started with AI

How to Learn Ai
Getting Started with AI

To learn AI from scratch, you will need to have some basic knowledge of mathematics, statistics, programming, and data structures. You will also need to be familiar with the main concepts and algorithms of machine learning and deep learning, which are the core techniques of AI. Additionally, you will need to have some curiosity and creativity to explore the possibilities and limitations of AI.

The Best Resources to Learn AI

The Best Resources to Learn AI
The Best Resources to Learn AI

There are many online courses and platforms that can help you learn AI from scratch. Some of them are free, while others require a subscription or a fee. Here are some of the best ones that I recommend:

Coursera

How to Learn Ai
Coursera

The Coursera is one of the most popular online learning platforms that offers hundreds of courses and specializations on various topics related to AI. You can learn from top universities and industry experts at your own pace and earn certificates or degrees. Some of the best AI courses on Coursera are:

  1. AI For Everyone: This course is designed for anyone who wants to understand what AI is, what it can and cannot do, and how it affects our society and businesses. It covers the basics of AI terminology, applications, ethics, and strategies.
  2. Machine Learning: This course is taught by Andrew Ng, one of the most influential figures in AI. It covers the fundamentals of machine learning, such as linear regression, logistic regression, neural networks, support vector machines, unsupervised learning, and more. It also includes practical exercises in Python using popular frameworks like TensorFlow and PyTorch.
  3. Deep Learning: This specialization consists of five courses that cover the foundations and applications of deep learning, such as convolutional neural networks, recurrent neural networks, natural language processing, generative adversarial networks, and more. It also includes case studies and projects using real-world datasets.

DataCamp

DataCamp
DataCamp

The DataCamp is another online learning platform that focuses on data science and AI skills. You can learn by doing interactive exercises and projects in Python, R, SQL, and more. DataCamp offers over 300 courses and 80 projects on various topics related to AI. Some of the best AI courses on DataCamp are:

  1. Introduction to Machine Learning: This course introduces you to the basics of machine learning, such as supervised and unsupervised learning, classification and regression, decision trees and random forests, k-means clustering and hierarchical clustering, and more.
  2. Introduction to Deep Learning in Python: This course teaches you how to build and train your own neural networks using Keras, a high-level API for TensorFlow. You will learn how to use different types of layers, activation functions, optimizers, loss functions, regularization techniques, and more.
  3. Natural Language Processing Fundamentals in Python: This course shows you how to analyze text data using natural language processing (NLP) techniques. You will learn how to use regular expressions, tokenization, stemming, lemmatization, bag-of-words models, tf-idf models, sentiment analysis, topic modeling, word embeddings, and more.

Udemy

Udemy
Udemy

The Udemy is another online learning platform that offers thousands of courses on various topics related to AI. You can learn from instructors around the world at affordable prices. Some of the best AI courses on Udemy are:

  1. Artificial Intelligence A-Z: Learn How To Build An AI: This course teaches you how to create your own AI projects from scratch using Python. You will learn how to use different algorithms for solving problems such as search optimization, logic, planning, reinforcement learning, neural networks, computer vision, natural language processing, speech recognition, self-driving cars, and more.
  2. Machine Learning A-Z: Hands-On Python & R In Data Science: This course covers the most essential machine learning techniques using both Python and R. You will learn how to use libraries such as scikit-learn, pandas, numpy, matplotlib, ggplot2, caret, dplyr, tidyr, and more.
  3. Deep Learning A-Z: Hands-On Artificial Neural Networks: This course dives deeper into the world of deep learning using Python and TensorFlow. You will learn how to build and train various types of neural networks, such as artificial neural networks, convolutional neural networks, recurrent neural networks, autoencoders, restricted Boltzmann machines, and more.

edX

edX
edX

The edX is another online learning platform that offers courses and programs from top universities and organizations around the world. You can audit the courses for free or pay a fee to get a verified certificate or a micro-credential. Some of the best AI courses on edX are:

  1. CS50’s Introduction to Artificial Intelligence with Python: This course is part of the CS50 series from Harvard University. It covers the concepts and algorithms of AI, such as search, optimization, knowledge representation, logic, planning, uncertainty, machine learning, deep learning, natural language processing, computer vision, and more.
  2. Artificial Intelligence (AI): This course is offered by Columbia University. It covers the foundations and applications of AI, such as heuristic search, game playing, constraint satisfaction, knowledge representation and reasoning, probabilistic inference, machine learning, neural networks, natural language processing, computer vision, robotics, and more.
  3. Artificial Intelligence MicroMasters Program: This program consists of four courses that provide a comprehensive overview of AI. It covers topics such as machine learning, probabilistic reasoning, computer vision, natural language processing, robotics, cognitive modeling, and human-AI interaction. It also prepares you for admission to the Master of Computer Science in Data Science program at Columbia University.

Also Read This: Top 8 AI Tools For Every Business Should Know in 2023

Conclusion

These are some of the best resources to help you learn AI from scratch. Of course, there are many more options available online, so feel free to explore and find the ones that suit your needs and interests. Learning AI can be challenging but also rewarding and fun. I hope this blog post has inspired you to start your AI journey today. Good luck! 😊

FAQs

  1. Is AI difficult to learn from scratch?
    • Learning AI from scratch can be challenging, but with dedication and the right resources, it is definitely achievable.
  2. Do I need a background in programming to learn AI?
    • Some basic programming knowledge is helpful, but many AI courses cater to beginners, making it accessible to learners from different backgrounds.
  3. Are there any free AI courses available?
    • Yes, there are several free AI courses available on platforms like Coursera and edX that offer valuable content.
  4. Can I build AI projects on my own after completing these courses?
    • Yes, after completing these courses, you should have the skills and knowledge to start building your own AI projects.
  5. How long does it take to learn AI from scratch?
    • The time required to learn AI from scratch depends on various factors, including your prior knowledge and the amount of time you dedicate to learning. It could take a few months to a year to gain a strong foundation in AI.

2 thoughts on “How to Learn Ai From Scratch in 2024, Best Resources to Learn”

  1. Pingback: How to Become Ai Engineer, Courses, College, Online Websites - aitoolzexplore.com

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