Cutting Edge Deep Learning for Coders

Overview Welcome to thenew 2018 editionof fast.ai's second 7 week course,Cutting Edge Deep Learning For Coders, Part 2, where you'll learn the latest developments in deep learning, how to read and implement new academic papers, and how to solve challenging end-to-end problems such as natural language translation. You'll develop a deep understanding of neural network foundations, the most important recent advances in the fields, and how to implement them in theworld's fastest deep learning libraries, fastai and pytorch.

Created by

Admin corner

15:06:52 Hours

0 Enrolled

    • (0 Reviews)

English

Last updated

Tue, 07-Jun-2022

Course description

Lecture Details

NB: Please go to http://course.fast.ai/part2.html to view this video since there is important updated information there. If you have questions, use the forums at http://forums.fast.ai.

Lesson 8 starts with a quick recap of what we’ve learned so far, and introduces the new focus of this part of the course: cutting edge research. We talk about how to read papers, and what you’ll need to build your own deep learning box to run your experiments. Even if you’ve never read an academic paper before, we’ll show you how to do so in a way that you don’t get overwhelmed by the notation and writing style. Another difference in this part is that we’ll be digging deeply into the source code of the fastai and Pytorch libraries: in this lesson we’ll show you how to quickly navigate and build an understanding of the code. And we’ll see how to use python’s debugger to deepen your understand of what’s going on, as well as to fix bugs.

The main topic of this lesson is object detection, which means getting a model to draw a box around every key object in an image, and label each one correctly. You may be surprised to discover that we can use transfer learning from an Imagenet classifier that was never even trained to do detection! There are two main tasks: find and localize the objects, and classify them; we’ll use a single model to do both these at the same time. Such multi-task learning generally works better than creating different models for each task—which many people find rather counter-intuitive. To create this custom network whilst leveraging a pre-trained model, we’ll use fastai’s flexible custom head architecture.

What will i learn?

Requirements

Admin corner

View profile

Free

Lectures

7

Skill level

Beginner

Expiry period

Lifetime

Certificate

Yes
Enroll now

Related courses

Intermediate

Became a Game Designer

0

(0 Reviews)

Compare

Game designers are the developers and designers of specialized software. A career as a Game Designer includes visualising, planning and designing the computer and video games. Game designers work with a team of professionals that helps in managing budget, project timelines, and work schedules.

Free

67:19:39 Hours

Beginner

HTML

0

(0 Reviews)

Compare

The HyperText Markup Language or HTML is the standard markup language for documents designed to be displayed in a web browser.

Free

01:08:35 Hours

Beginner

CSS

0

(0 Reviews)

Compare

Cascading Style Sheets, fondly referred to as CSS, is a simple design language intended to simplify the process of making web pages presentable. CSS handles the look and feel part of a web page. Using CSS, you can control the color of the text, the style of fonts, the spacing between paragraphs, how columns are sized and laid out, what background images or colors are used, as well as a variety of other effects. CSS is easy to learn and understand but it provides a powerful control over the presentation of an HTML document. Most commonly, CSS is combined with the markup languages HTML or XHTML.

Free

04:17:22 Hours

Beginner

JavaScript-Basics

0

(0 Reviews)

Compare

JavaScript is a programming language that adds interactivity to your website. This happens in games, in the behavior of responses when buttons are pressed or with data entry on forms; with dynamic styling; with animation.

Free

01:02:24 Hours

Intermediate

JavaScript - Intermediate

0

(0 Reviews)

Compare

JavaScript was first known as LiveScript, but Netscape changed its name to JavaScript, possibly because of the excitement being generated by Java. JavaScript made its first appearance in Netscape 2.0 in 1995 with the name LiveScript. The general-purpose core of the language has been embedded in Netscape, Internet Explorer, and other web browsers. The ECMA-262 Specification defined a standard version of the core JavaScript language.  JavaScript is a lightweight, interpreted programming language.  Designed for creating network-centric applications.  Complementary to and integrated with Java.  Complementary to and integrated with HTML.  Open and cross-platform.

Free

03:16:00 Hours

Beginner

Jquery

0

(0 Reviews)

Compare

jQuery is a lightweight, "write less, do more", JavaScript library. The purpose of jQuery is to make it much easier to use JavaScript on your website.

Free

00:44:21 Hours

Beginner

ASP.Net

0

(0 Reviews)

Compare

ASP.NET is a web application framework developed and marketed by Microsoft to allow programmers to build dynamic web sites. It allows you to use a full-featured programming language such as C# or VB.NET to build web applications easily

Free

00:53:15 Hours

Beginner

Bash scripting

0

(0 Reviews)

Compare

Free

01:04:45 Hours

Beginner

2D Games

0

(0 Reviews)

Compare

Free

03:43:03 Hours

Beginner

Wifi Penetration

0

(0 Reviews)

Compare

Free

01:51:15 Hours

Beginner

Kali Linux Hacking

0

(0 Reviews)

Compare

Kali Linux is an open-source, Debian-based Linux distribution geared towards various information security tasks, such as Penetration Testing, Security Research, Computer Forensics and Reverse Engineering.

Free

18:07:04 Hours

Beginner

Blogging Increase Blog Traffic Without Ads

0

(0 Reviews)

Compare

Free

01:43:29 Hours

Study any topic, anytime. explore thousands of courses for the lowest price ever!

Top categories

Useful links

Help

Subscribe to our newsletter