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@deeplearning_ai

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Post #714 4.76K
Review: FPN — Feature Pyramid Network (Object Detection)

What Is Covered:
* Various Architecture in Literature
* Feature Pyramid Network (FPN)
* FPN for Region Proposal Network (RPN)
* FPN for Detection Network
* Ablation Experiments
* Comparison with State-of-the-art Approaches

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https://towardsdatascience.com/review-fpn-feature-pyramid-network-object-detection-262fc7482610
Medium Review: FPN — Feature Pyramid Network (Object Detection) Surpassing Single-Model Entries Including COCO Detection Challenges Winners, G-RMI and MultiPathNet
Post #710 6.4K
@DeepLearning_AI

List of Free Natural Language Processing Courses

1)Speech and Language Processing by Dan Jurafsky and James Martin
https://web.stanford.edu/~jurafsky/slp3/

2) Deep Learning for Natural Language Processing by Richard Socher (Stanford University)
https://m.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6

3. Natural Language Processing (NLP) by Microsoft
https://www.edx.org/course/natural-language-processing-nlp-2

4. Andrew Ng’s course on Machine Learning
https://www.coursera.org/learn/machine-learning/home/welcome

5. The video lectures and resources for Stanford’s Natural Language Processing with Deep Learning
http://web.stanford.edu/class/cs224n/

https://m.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6


6. Sequence Models for Time Series and Natural Language Processing
https://www.coursera.org/learn/sequence-models-tensorflow-gcp?ranMID=40328&ranEAID=SAyYsTvLiGQ&ranSiteID=SAyYsTvLiGQ-ACNikbtJvh2d5Evme5yZQA&siteID=SAyYsTvLiGQ-ACNikbtJvh2d5Evme5yZQA&utm_content=10&utm_medium=partners&utm_source=linkshare&utm_campaign=SAyYsTvLiGQ

7. Deep Natural Language Processing course offered in Hilary Term 2017 at the University of Oxford.
http://www.cs.ox.ac.uk/teaching/courses/2016-2017/dl/

8. Natural Language Processing Fundamentals in Python by Datacamp
https://www.datacamp.com/courses/natural-language-processing-fundamentals-in-python

9 Natural Language Processing by Higher School of Economics
https://www.coursera.org/learn/language-processing?

10 How to Build a Chatbot Without Coding by IBM
https://www.coursera.org/learn/building-ai-powered-chatbots

11. CS 388: Natural Language Processing by University of Texas
https://www.cs.utexas.edu/~mooney/cs388/

12. Natural Language Processing with Python
http://www.nltk.org/book/

13. CSEP 517: Natural Language Processing by University of Washington
https://courses.cs.washington.edu/courses/csep517/17sp/

14. Dan Jurafsky & Chris Manning: Natural Language Processing
https://m.youtube.com/playlist?list=PL8FFE3F391203C98C

15. NATURAL LANGUAGE PROCESSING by Carnegie Mellon University
http://demo.clab.cs.cmu.edu/NLP/

16. CS224n: Natural Language Processing with Deep Learning by Stanford University
http://web.stanford.edu/class/cs224n/

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@DeepLearning_AI
Post #707 8.11K
FREE Online Classes to learn Data Science, Blockchain, Big Data :

Just choose your learning path, finish the courses and put the
#Badge in your LinkedIn profile to attract more recruiters!

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@DeepLearning_AI

✅The learning path:
https://lnkd.in/gKTnANk

💡List of some the courses:
1)Introduction to Data Science
https://lnkd.in/fF79bEj
2)Data Science Tools
https://lnkd.in/fYf2ZC8
3)Data Science Methodology
https://lnkd.in/fY6Kwqd
4)Statistics
https://lnkd.in/fpgJf7D
5)Predictive Modeling Fundamentals I
https://lnkd.in/f9_Y7UZ
6)Python for Data Science
https://lnkd.in/fy8E2wH
7)Data Analysis with Python
https://lnkd.in/fRQWByd
8)Data Visualization with Python
https://lnkd.in/fFu93ME
9)Machine Learning with Python
https://lnkd.in/f_7r534
10)Deep Learning Fundamentals
https://lnkd.in/fNvPvix
11)Deep Learning with TensorFlow
https://lnkd.in/ftfRtvQ
and many more...

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lnkd.in LinkedIn This link will take you to a page that’s not on LinkedIn
  • 😱 3
Post #705 4.26K
https://t.me/CodingNews/384

Join @CodingNews to learn the latest technologies and trends in the world of web development 👨🏼‍💻

You are welcome to participate in a dev related discussions @CodingChat
Telegram 🤖 Coding News ⚡️ ​​The HTML canvas element is used to draw “raster” graphics on a web application. The Canvas API provides two drawing contexts: 2D and 3D, and in this guide, we’re going to talk about the 2D one (which I’ll refer it to the Canvas API for simplicity). 17…
Post #703 4.78K
650 Free Online Programming & Computer Science Courses You Can Start This July

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https://www.freecodecamp.org/news/650-free-online-programming-computer-science-courses-you-can-start-this-summer/
freeCodeCamp.org 650 Free Online Programming & Computer Science Courses You Can Start This June By Dhawal Shah Seven years ago, universities like MIT and Stanford first opened up free online courses to the public. Today, more than 900 schools around the world have created thousands of free online courses, popularly known as Massive Open Online ...
Post #702 3.97K
Best Training & Certification Courses for Professionals | Edureka
* PGP in AI & Machine Learning
* Data Scientist Master Program
* Cloud Architect Masters Program
* .....

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https://www.edureka.co/all-courses
edureka.co Best Training & Certification Courses for Professionals | Edureka Find the best online certification courses trusted by 600,000+ tech professionals across the world. Edureka offers live instructor-led classes and real-life projects
Post #701 3.84K
Best Training & Certification Courses for Professionals | Edureka
* PGP in AI & Machine Learning
* Data Scientist Master Program
* Cloud Architect Masters Program
* .....

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@DeepLearning_AI
Post #700 3.95K
Review: FCN — Fully Convolutional Network (Semantic Segmentation)
Covered:
* From Image Classification to Semantic Segmentation
* Upsampling Via Deconvolution
* Fusing the Output
* Results

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https://towardsdatascience.com/review-fcn-semantic-segmentation-eb8c9b50d2d1
Medium Review: FCN — Fully Convolutional Network (Semantic Segmentation) In this story, Fully Convolutional Network (FCN) for Semantic Segmentation is briefly reviewed. Compared with classification and detection…
Post #697 4.14K
Free 6-Hour Data Science Course for Beginners

This course covers:

* foundations of data science
* data sourcing
* coding for data scientists
* mathematics for data scientists
* statistics

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https://www.freecodecamp.org/news/data-science-course-for-beginners/
freeCodeCamp.org Free 6-Hour Data Science Course for Beginners Data science is considered the "sexiest job of the 21st century." Learn data science in this full 6-hour course for absolute beginners from Barton Poulson of datalab.cc. In this course, you'll learn the important elements of data science. You'll be i...
Post #696 3.88K
1. 10 New Things I Learnt from fast.ai v3
2. 2019 deep learning course Practical Deep Learning for Coders, v3.

10 learning points as such:

1. The Universal Approximation Theorem
2. Neural Networks: Design & Architecture
3. Understanding the Loss Landscape
4. Gradient Descent Optimisers
5. Loss Functions
6. Training
7. Regularisation
8. Tasks
9. Model Interpretability
10. Appendix: Jeremy Howard on Model Complexity & Regularisation

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https://towardsdatascience.com/10-new-things-i-learnt-from-fast-ai-v3-4d79c1f07e33
Medium 10 New Things I Learnt from fast.ai v3 Learning points from 3 weeks of taking the course
  • 👍 1
Post #695 5.23K
TOP 15 PYTHON RESOURCES

1) Learn Python the Hard Way (free ebook)
https://learnpythonthehardway.org/book/

2)Codecademy (free code tutorials)
https://www.codecademy.com/learn/learn-python

3)Google's Python class
https://developers.google.com/edu/python/

4)A Byte of Python (free ebook)
https://python.swaroopch.com

5)TutsPlus tutorial
https://code.tutsplus.com/articles/the-best-way-to-learn-python--net-26288

6)LEARN PYTHON ONLINE: BEST PYTHON
https://mikkegoes.com/learn-python-online-best-resources/

7)Best Python Resources for Beginners and Professionals
https://pythontips.com/2013/09/01/best-python-resources/amp/

8)TutorialsPoint
http://www.tutorialspoint.com/python/

9)Learning Python
https://docs.python-guide.org/intro/learning/

10)Full Stack Python
https://www.fullstackpython.com/best-python-resources.html

11)Python For Beginners
https://www.python.org/about/gettingstarted/

12)Codementor community
https://www.codementor.io/community/topic/python

13)How should I start learning Python?
https://www.quora.com/How-should-I-start-learning-Python-1

14)Codeconquest
https://www.codeconquest.com/blog/the-50-best-websites-to-learn-python/

15)Python for Beginners
https://www.pythonforbeginners.com

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Codecademy Learn Python 2 | Codecademy Learn the basics of the world's fastest growing and most popular programming language used by software engineers, analysts, data scientists, and machine learning engineers alike.
  • ❤ 1
Post #694 4.03K
SEVEN NEW COURSES that cover Python, R, and SQL. First up is Analyzing Business Data in SQL, where you’ll learn how to write SQL queries to calculate key business metrics and produce report-ready results. Plus our Introduction to Text Analysis in R course, where you’ll learn how to wrangle and visualize text, perform sentiment analysis, and run and interpret topic models.

Courses :

1. Writing Functions and Stored Procedures in SQL Server

2. Analyzing Business Data in SQL

3. Feature Engineering for Machine Learning in Python

4. Introduction to Seaborn (in Python)

5. Advanced Dimensionality Reduction in R

6. Introduction to Text Analysis in R

7. Intermediate Interactive Data Visualization with plotly in R

1. https://www.datacamp.com/courses/writing-functions-and-stored-procedures-in-sql-server?utm_medium=email&utm_source=customerio&utm_campaign=course_7996

2. https://www.datacamp.com/courses/analyzing-business-data-in-sql?utm_medium=email&utm_source=customerio&utm_campaign=course_15268

3. https://www.datacamp.com/courses/feature-engineering-for-machine-learning-in-python?utm_medium=email&utm_source=customerio&utm_campaign=course_14336

4. https://www.datacamp.com/courses/introduction-to-seaborn?utm_medium=email&utm_source=customerio&utm_campaign=course_15192

5. https://www.datacamp.com/courses/advanced-dimensionality-reduction-in-r?utm_medium=email&utm_source=customerio&utm_campaign=course_10590

6. https://www.datacamp.com/courses/introduction-to-text-analysis-in-r?utm_medium=email&utm_source=customerio&utm_campaign=course_14290

7. https://www.datacamp.com/courses/intermediate-interactive-data-visualization-with-plotly-in-r?utm_medium=email&utm_source=customerio&utm_campaign=course_7193

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@DeepLearning_AI

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Datacamp Writing Functions and Stored Procedures in SQL Server Course | DataCamp Master SQL Server programming by learning to create, update, and execute functions and stored procedures.
  • 👍 1
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