Accelerated Deep Learning: A 3-Month Plan to Get Started

You're excited about learning deep learning within just 3 months. Well, that's a great idea. But before you dive into an overwhelming sea of resources, let's outline a strategic plan to help you achieve your goal.

Understanding Over-Choice: The Cognitive Process of Decision Fatigue

Over-choice, also known as choice overload, is a cognitive process where individuals experience difficulty in making decisions when faced with a large number of options. It can lead to indecision and decreased satisfaction with the chosen options.

Before you get lost in the abundance of resources, make a well-thought-out plan. This will guide you through the learning journey more efficiently. Within deep learning, there are various fields such as computer vision, natural language processing, Tensorflow, Keras, and more. Don't try to learn everything at once. Start with the basics and build a timeline for each field.

Building a Solid Foundation with edX

edX offers an IBM Professional Certificate program in Deep Learning. This program is less academic and more practical, focusing on hands-on projects. It teaches deep learning using Python, Keras, PyTorch, and Tensorflow. This course is an excellent starting point for beginners in the field.

A Hands-On Approach with Siraj Raval’s Curriculum

Siraj Raval has published a comprehensive YouTube video titled 'Curriculum for Deep Learning.' The curriculum includes free courses from MIT, EdX, and Coursera, as well as Siraj's own tutorials and GitHub ML projects. However, the biggest challenge often lies in sticking to the plan and following through with all the classes and projects.

Samson, an individual who didn't wish to be named, recently took on the challenge of implementing Siraj's 3-month curriculum using Mench, a Facebook Messenger bot. Mench sends reminders and helps keep students accountable throughout the program. So far, 174 students have signed up for the bootcamp, and it is set to start next week.

Mench: A Tool for Staying on Track

Mench is a Facebook Messenger bot designed to guide you through the completion of any learning curriculum. It reminds you to start your tasks every Monday morning and sends gentle reminders if you haven't completed your work by the end of the week. The main goal is to help learners stick to their plans and follow through with their commitments.

Getting Started with Mench’s Accelerated Deep Learning Curriculum

Here's how the curriculum looks on Mench:

Week 1: Introduction to Neural Networks and Their Applications Week 2-4: Computer Vision Week 5-8: Natural Language Processing Week 9-12: Advanced Topics and Practical Applications

Each week, you'll receive structured tasks and deadlines, making it easier to follow through on your learning plan. If you're looking for an accelerated way to learn machine learning on your own, Siraj's intensive curriculum, supplemented by Mench, may be a perfect fit for you!

In conclusion, learning deep learning in just 3 months is possible with a strategic plan and the right tools. Use edX for an academic but practical foundation, follow Siraj Raval's curriculum for a comprehensive learning journey, and utilize Mench for accountability and consistent progress. Good luck with your deep learning journey!