Chevron Left
返回到 Structuring Machine Learning Projects

学生对 DeepLearning.AI 提供的 Structuring Machine Learning Projects 的评价和反馈

4.8
50,128 个评分

课程概述

In the third course of the Deep Learning Specialization, you will learn how to build a successful machine learning project and get to practice decision-making as a machine learning project leader. By the end, you will be able to diagnose errors in a machine learning system; prioritize strategies for reducing errors; understand complex ML settings, such as mismatched training/test sets, and comparing to and/or surpassing human-level performance; and apply end-to-end learning, transfer learning, and multi-task learning. This is also a standalone course for learners who have basic machine learning knowledge. This course draws on Andrew Ng’s experience building and shipping many deep learning products. If you aspire to become a technical leader who can set the direction for an AI team, this course provides the "industry experience" that you might otherwise get only after years of ML work experience. The Deep Learning Specialization is our foundational program that will help you understand the capabilities, challenges, and consequences of deep learning and prepare you to participate in the development of leading-edge AI technology. It provides a pathway for you to gain the knowledge and skills to apply machine learning to your work, level up your technical career, and take the definitive step in the world of AI....

热门审阅

PD

Feb 24, 2020

Generally, the course is great. This is a short course and could be combined with other courses in this series. Also, some knowledge such as data splitting has been introduced in the courses before.

YP

Jul 25, 2018

Very important and valuable intuitions about DNN training/optimization. It's full of really practical information while implementing my own models.DNN을 실제 적용할때 반드시 이해하고 적용해야 할 실질적 내용들로 구성된 멋진 코스 입니다!

筛选依据:

801 - Structuring Machine Learning Projects 的 825 个评论(共 5,746 个)

创建者 Rabindranath A

Nov 1, 2018

Very informative and concise. Perhaps assignments could have been a bit more hands-on, but hey, it's only two weeks course!

I learned a good set of tricks and tips. Thanks!

创建者 Bharatram

Apr 2, 2018

I was able to understand the important design decisions that surrounded at each stage of learning and learn about impact of errors in deciding the future course of actions

创建者 Joanna K

Jan 17, 2018

For me the best course of the specialization right now (I haven't done 4 and 5 part yet). There is a lot of practical knowledge. I really like Heroes of DL in this course!

创建者 Dharmik B

Sep 12, 2024

Gives a really good understanding of how to solve issues at different stages of ML project's lifecycle. Good for people who have spent sometime working on ML/DL projects.

创建者 Florian D

Jul 4, 2021

Just like the preceeding two courses in this specialization, it was great. Andrew can really transfer his knowledge in a way that makes it very accessible and applicable.

创建者 Sherry B

Jul 5, 2020

It's incredible that Andrew Ng shares his real-life DL experiences to help ensure beginners know the key factors to consider to much more efficiently work on DL problems.

创建者 Chunduru G V S P

May 19, 2020

This course taught me how to handle real life problems in neural networks and flight simulator exercises are good for understanding concepts clearly. Thank you Andrew ng.

创建者 Ferdi A

Mar 15, 2020

Very essential topic, professionally handled by Mr. Andrew Ng. Thank you all for your efforts, you are start-to-end covering deep learning. Hope i can continue with CNNs.

创建者 Rahil M

Feb 29, 2020

This course was pretty useful and related to the problems that one faces in real life situations and projects and provides a great methodology to deal with those problems

创建者 Sintyadi T

Sep 12, 2018

The courses helps me understand how to work in a real machine learning projects. It does not have any practical coding part, but at least the information was good! Thanks

创建者 Vladimir R

Jan 10, 2018

I really liked the format of the assignments for this course. Case studies are incredibly useful and give a global understanding of the different aspects in a ML project.

创建者 Elena B

Sep 15, 2017

The course gives hints on how to structure and manage a deep learning projects, on which parts to put priority first in order to efficiently use time to get good results.

创建者 Shahd A H

Apr 1, 2023

Again, such an incredible course! I really loved to learn startegies from the experienced Andrew Ng. This helps me shape my ideas when working on ML projects. Thank you!

创建者 Hao X

Aug 31, 2020

I learned a lot of strategies from this course regarding pitfalls and how to better structure machine learning projects. This is really valuable experience from experts!

创建者 Yau W K

Jul 18, 2020

Really good course that any ML (future or present) practitioners to learn. In my opinion, more important to learn than the other technical courses in the specialization.

创建者 Petar

Jul 5, 2020

A very interesting course, no doubt afterwards you will be able to structure a machine learning project and know how to evaluate the different factors that influence it.

创建者 Erik H

Jul 19, 2019

This course packs a lot of highly valuable practical knowledge. It has helped me a lot in applying DL better in practice and save a lot of time when creating new models.

创建者 Peter P

Mar 10, 2019

Excellent practical advice on how to make quick decisions when faced with a dilemma during ML projects. The simulations really help bringing the course material to life.

创建者 Jan R

Jan 9, 2019

Extremely practical. Much shorter than other courses in Deep Learning specialisation but definitely not less informative. I also enjoyed the Flight sim a lot, nice idea.

创建者 Nitesh U

Feb 5, 2018

The material presented here is greatly useful. Learning these concepts by own require a lot of year of experience. I wish more details were presented about each concept.

创建者 Anthony S

Oct 10, 2017

I personally enjoyed this class (especially after the second class in the specialization) and I will definitely be using some of the knowledge soon enough. Thanks again!

创建者 Akshay K A

Apr 20, 2020

This course gives practical aspects of problems faced in machine learning projects. You must have knowledge of these ideas if you want to compete in fast growing world.

创建者 SHUBHAM E

Mar 16, 2020

The most fun and intuitive course in the deep learning specialization. Amazing literature by prof Andrew NG. Would suggest every practitioner to go through this course

创建者 Sameerkumar_Ramakameshwara v

Apr 8, 2019

One of the best courses of DL specialization. The knowledge shared is invaluable and it is tough to get such good insights elsewhere. Thanks to Prof Andrew Ng and Team.