Hello Pupil, Today I am going to share Free Certification Course from Cognitive Class and their quiz/exam answers. Deep Learning Fundamentals Course is totally free of costπβ πfor you and available on Cognitive Class platform.
Here, you will find Deep Learning Fundamentals Exam Answers in Bold Color which are given below.
These answers are updated recently and are 100% correctβ answers of all modules and final exam answers of Deep Learning Fundamentals from Cognitive Class Certification Course.
| Course Name | Deep Learning Fundamentals |
| Organization | SkillUp |
| Language | English |
| Certificate | Yes |
| Price | Free |
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Module 1: Introduction to Deep Learning Answers
Q1-Select the reason(s) for using a Deep Neural Network
- Some patterns are very complex and canβt be deciphered precisely by alternate means
- Deep Nets are great at recognizing patterns and using them as building blocks in deciphering inputs
- We finally have the technology β GPUs β to accelerate the training process by several folds of magnitude
- All of the above
Q2-What is TRUE about the functions of a Multi Layer Perceptron?
- The first neural nets that were born out of the need to address the inaccuracy of an early classifier, the perceptron.
- It predicts which group a given set of inputs falls into.
- It generates a score that determines the confidence level of the prediction.
- All of above.
Q3-Why is the vanishing gradient a problem?
- Training is quick if the gradient is large and slow if its small
- With backprop, the gradient becomes smaller as it works back through the net
- The gradient is calculated multiplying two numbers between 0 and 1
- All of above.
Module 2: Deep Learning Models Answers
Q1-For Unsupervised Learning, which of the following deep nets would you choose?
- Autoencoder or Restricted Boltzmann Machines
- Deep Belief Nets
- Convolutional Nets
- Recurrent Nets
Q2-True or False: The RELU activation has no effect on back-propagation and the vanishing gradient
- True
- False
Q3-True or False: Convolutional Nets are the right model when dealing with data that changes over time because of their built-in feedback loop, allowing them to serve as a forecasting engine.
- True
- False
Module 3: Additional Deep Learning Models Answers
Q1- Which of the following are use cases of Deep nets?
- Sentiment Analysis of text data.
- Offering personalized ads based on user activity history.
- Flagging a transaction as fraudulent.
- Analyze and segment customers based on digital activity and footprint.
- Using satellite feeds and sensor data to detect changes in environmental conditions.
- All of the above.
Q2- Which of the following are use cases of machine vision. Select all that apply.
- Image classification and tagging
- Sentiment Analysis
- Face Detection
- Video Recognition
- Speech Recognition
Q3- Which of the following is a good application of an RNTN?
- If the patterns change through time
- For general classification problems
- If there is an unknown hierarchy inherent in the input features
- For Supervised Fine-tuning
- To determine the relative importance in the input features
Module 4: Deep Learning Platforms & Libraries Answers
Q1- Which of the following is not an aspect of a deep net platform?
- Choice of deep net models
- Ability to integrate data from multiple sources
- Manage deep net models from the UI
- Under the hood performance enhancements to allow for fast training and execution
- Deriving the optimal hyper-parameter configuration
Q2- What are the different aspects of a Deep Learning Library?
- They are a set of pre-built functions and modules that you can call through your own programs
- Usually maintained by high-performance teams and are regularly updated
- Most are open source and have a large community that contribute to the code base
- All of above.
Q3-True or False: Theano, Caffe, and TensorFlow are examples of deep learning platforms.
- True
- False
Final Exam Answers β Deep Learning Fundamentals
Q1- For supervised learning, which of the following deep nets would you choose?
- Autoencoder
- Deep Belief Nets
- Convolutional Nets
- Restricted Boltzmann Machines
- Recurrent Nets
Q2- Which of the following is true with respect to the training process of a deep net?
- The Cost is the difference between the netβs predicted and actual outputs.
- The training process utilizes gradients which measure the rate at which the weights and biases change with respect to the cost.
- The objective of the training process is to make the cost as low as possible.
- The training process utilizes a technique called back-propagation.
- All of above.
Q3- True or False: With backprop, the early layers train slower than the later ones, making the early layers incapable of accurately identifying the pattern building blocks needed to decipher the full pattern.
- True
- False
Q4- For image recognition, which of the following deep nets would you choose? Select all that apply.
- Autoencoder
- Deep Belief Nets
- Convolutional Nets
- Restricted Boltzmann Machines
- Recurrent Nets
Q5- How does the Deep Belief Network (DBN) solve the vanishing gradient? Select all that apply.
- It uses a stack of RBMs to determine the initial weights and biases, where the output of any RBM forms the input to the next RBM.
- It uses a small labelled data set to associate patterns learned by the RBMs to classes.
- It utilizes supervised fine-tuning, resulting in tweaks in weights and biases and a slight improvement in accuracy.
- It quickly moves through solution states β set of weights and biases β going from one to another based on a reward.
- The complete process β RBMs for pre-training and supervised fine-tuning β results in a very accurate net which trains in an acceptable time.
Q6- True or False: To train, a DBN combines two Learning methods β supervised and unsupervised.
- True
- False
Q7- Which of the following is the most popular use of a Convolutional Net?
- Image Recognition
- Object Recognition in an Image
- Time Series Forecasting
- Supervised Fine Tuning
- General classification
Q8- Which of the following are True about a RBM? Select all that apply.
- The RBM is part of the first attempt at beating the vanishing gradient and uses unlabelled data.
- It improves its own accuracy through self-correction.
- Its purpose is to re-create inputs and in doing so has to make decisions about which input features are more important.
- It stores the relative importance of the features as weights and biases.
- It predicts which group a given set of inputs falls into.
Q9- Which of the following statements are true about the architecture of a CNN? Select all that apply.
- A CNN can only have two types of layers: CONV and RELU.
- A RELU layer has to always be followed by a POOL layer.
- FC layers are usually found at the end.
- A CONV layer has a theoretical maximum number of filters.
- A typical CNN implementation has multiple repetitions of CONV, RELU and POOL layers, with sub-repetitions.
Q10- True or False: By definition, the classifier in the nodes of an MLP cannot be anything other than the Perceptron.
- True
- False
Q11- Which of the following are differences between a Recurrent Net and a Feedforward Net? Select all that apply.
- Recurrent Nets feed the output of any time step back in as input for the next step.
- Recurrent Nets are used for time series forecasting.
- Recurrent Nets can output a sequence of values.
- Recurrent Nets are trained using back-propagation.
- The nodes in a recurrent nets have a classifier that activate and produce a score.
Q12- Which of the following statements are true about training a Recurrent Net? Select all that apply.
- Since RNNs use backprop, the vanishing gradient is a problem.
- The number of time steps used for training has no bearing on the severity of the vanishing gradient problem.
- The vanishing gradient can potentially lead to decay of information through time.
- The most popular technique to address the vanishing gradient is the use of gates.
- The only technique to address the vanishing gradient is the use of gates.
Q13- True or False: Deep Autoencoders are used for dimensionality reduction.
- True
- False
Q14- Which of the following are true about Autoencoders? Select all that apply.
- It improves its own accuracy through self-correction.
- Its purpose is to re-create inputs and in doing so has to make decisions about which input features are more important.
- A Restricted Boltzmann Machine is a type of Autoencoders.
- It stores the relative importance of the features as weights and biases.
- It predicts which group a given set of inputs falls into.
Q15- True or False: Given they are mainly about machine vision, Convolutional Nets donβt really find a home in the field of medicine.
- True
- False
Conclusion
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With havin so much written content do you ever run into any issues of plagorism
or copyright infringement? My website has a lot of exclusive content I’ve either
written myself or outsourced but it appears a lot
of it is popping it up all over the internet without my permission. Do you know any techniques to help protect against content from being ripped off?
I’d definitely appreciate it.
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In a world where trustworthy information is more crucial than ever, your dedication to research and the provision of reliable content is truly commendable. Your commitment to accuracy and transparency shines through in every post. Thank you for being a beacon of reliability in the online realm.
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Your dedication to sharing knowledge is unmistakable, and your writing style is captivating. Your articles are a pleasure to read, and I consistently come away feeling enriched. Thank you for being a dependable source of inspiration and information.
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I simply wanted to convey how much I’ve gleaned from this article. Your meticulous research and clear explanations make the information accessible to all readers. It’s abundantly clear that you’re committed to providing valuable content.
I must applaud your talent for simplifying complex topics. Your ability to convey intricate ideas in such a relatable manner is admirable. You’ve made learning enjoyable and accessible for many, and I deeply appreciate that.
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In a world where trustworthy information is more crucial than ever, your dedication to research and the provision of reliable content is truly commendable. Your commitment to accuracy and transparency shines through in every post. Thank you for being a beacon of reliability in the online realm.
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Your dedication to sharing knowledge is unmistakable, and your writing style is captivating. Your articles are a pleasure to read, and I consistently come away feeling enriched. Thank you for being a dependable source of inspiration and information.
Your passion and dedication to your craft radiate through every article. Your positive energy is infectious, and it’s evident that you genuinely care about your readers’ experience. Your blog brightens my day!
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Your storytelling prowess is nothing short of extraordinary. Reading this article felt like embarking on an adventure of its own. The vivid descriptions and engaging narrative transported me, and I eagerly await to see where your next story takes us. Thank you for sharing your experiences in such a captivating manner.
Your writing style effortlessly draws me in, and I find it nearly impossible to stop reading until I’ve reached the end of your articles. Your ability to make complex subjects engaging is indeed a rare gift. Thank you for sharing your expertise!
Your passion and dedication to your craft radiate through every article. Your positive energy is infectious, and it’s evident that you genuinely care about your readers’ experience. Your blog brightens my day!
Your blog is a true gem in the vast expanse of the online world. Your consistent delivery of high-quality content is truly commendable. Thank you for consistently going above and beyond in providing valuable insights. Keep up the fantastic work!
In a world where trustworthy information is more important than ever, your commitment to research and providing reliable content is truly commendable. Your dedication to accuracy and transparency is evident in every post. Thank you for being a beacon of reliability in the online world.
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Your dedication to sharing knowledge is unmistakable, and your writing style is captivating. Your articles are a pleasure to read, and I consistently come away feeling enriched. Thank you for being a dependable source of inspiration and information.
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I couldn’t agree more with the insightful points you’ve articulated in this article. Your profound knowledge on the subject is evident, and your unique perspective adds an invaluable dimension to the discourse. This is a must-read for anyone interested in this topic.
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Your dedication to sharing knowledge is unmistakable, and your writing style is captivating. Your articles are a pleasure to read, and I consistently come away feeling enriched. Thank you for being a dependable source of inspiration and information.
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I am continually impressed by your ability to delve into subjects with grace and clarity. Your articles are both informative and enjoyable to read, a rare combination. Your blog is a valuable resource, and I am sincerely grateful for it.
Your dedication to sharing knowledge is unmistakable, and your writing style is captivating. Your articles are a pleasure to read, and I consistently come away feeling enriched. Thank you for being a dependable source of inspiration and information.
Your unique approach to addressing challenging subjects is like a breath of fresh air. Your articles stand out with their clarity and grace, making them a pure joy to read. Your blog has now become my go-to source for insightful content.
Your dedication to sharing knowledge is unmistakable, and your writing style is captivating. Your articles are a pleasure to read, and I consistently come away feeling enriched. Thank you for being a dependable source of inspiration and information.
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Your storytelling prowess is nothing short of extraordinary. Reading this article felt like embarking on an adventure of its own. The vivid descriptions and engaging narrative transported me, and I eagerly await to see where your next story takes us. Thank you for sharing your experiences in such a captivating manner.
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This article is a true game-changer! Your practical tips and well-thought-out suggestions hold incredible value. I’m eagerly anticipating implementing them. Thank you not only for sharing your expertise but also for making it accessible and easy to apply.
In a world where trustworthy information is more crucial than ever, your dedication to research and the provision of reliable content is truly commendable. Your commitment to accuracy and transparency shines through in every post. Thank you for being a beacon of reliability in the online realm.
Your blog has rapidly become my trusted source of inspiration and knowledge. I genuinely appreciate the effort you invest in crafting each article. Your dedication to delivering high-quality content is apparent, and I eagerly await every new post.
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Your writing style effortlessly draws me in, and I find it difficult to stop reading until I reach the end of your articles. Your ability to make complex subjects engaging is a true gift. Thank you for sharing your expertise!
Your passion and dedication to your craft radiate through every article. Your positive energy is infectious, and it’s evident that you genuinely care about your readers’ experience. Your blog brightens my day!
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In a world where trustworthy information is more crucial than ever, your dedication to research and the provision of reliable content is truly commendable. Your commitment to accuracy and transparency shines through in every post. Thank you for being a beacon of reliability in the online realm.
Colorado breaking news, sports, business, weather, entertainment. https://denver-news.us/
The best tips, guides, and inspiration on home improvement, decor, DIY projects, and interviews with celebrities from your favorite renovation shows. https://houseblog.us/
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OCNews.us covers local news in Orange County, CA, California and national news, sports, things to do and the best places to eat, business and the Orange County housing market. https://ocnews.us/
Island Post is the website for a chain of six weekly newspapers that serve the North Shore of Nassau County, Long Island published by Alb Media. The newspapers are comprised of the Great Neck News, Manhasset Times, Roslyn Times, Port Washington Times, New Hyde Park Herald Courier and the Williston Times. Their coverage includes village governments, the towns of Hempstead and North Hempstead, schools, business, entertainment and lifestyle. https://islandpost.us/
This article is a true game-changer! Your practical tips and well-thought-out suggestions hold incredible value. I’m eagerly anticipating implementing them. Thank you not only for sharing your expertise but also for making it accessible and easy to apply.
Your passion and dedication to your craft radiate through every article. Your positive energy is infectious, and it’s evident that you genuinely care about your readers’ experience. Your blog brightens my day!
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This article resonated with me on a personal level. Your ability to emotionally connect with your audience is truly commendable. Your words are not only informative but also heartwarming. Thank you for sharing your insights.
Your dedication to sharing knowledge is unmistakable, and your writing style is captivating. Your articles are a pleasure to read, and I consistently come away feeling enriched. Thank you for being a dependable source of inspiration and information.
Your positivity and enthusiasm are undeniably contagious! This article brightened my day and left me feeling inspired. Thank you for sharing your uplifting message and spreading positivity among your readers.
Your positivity and enthusiasm are undeniably contagious! This article brightened my day and left me feeling inspired. Thank you for sharing your uplifting message and spreading positivity among your readers.
This article resonated with me on a personal level. Your ability to emotionally connect with your audience is truly commendable. Your words are not only informative but also heartwarming. Thank you for sharing your insights.
Your storytelling prowess is nothing short of extraordinary. Reading this article felt like embarking on an adventure of its own. The vivid descriptions and engaging narrative transported me, and I eagerly await to see where your next story takes us. Thank you for sharing your experiences in such a captivating manner.
Your positivity and enthusiasm are undeniably contagious! This article brightened my day and left me feeling inspired. Thank you for sharing your uplifting message and spreading positivity among your readers.
I’ve discovered a treasure trove of knowledge in your blog. Your unwavering dedication to offering trustworthy information is truly commendable. Each visit leaves me more enlightened, and I deeply appreciate your consistent reliability.
Your storytelling prowess is nothing short of extraordinary. Reading this article felt like embarking on an adventure of its own. The vivid descriptions and engaging narrative transported me, and I eagerly await to see where your next story takes us. Thank you for sharing your experiences in such a captivating manner.
I’ve discovered a treasure trove of knowledge in your blog. Your unwavering dedication to offering trustworthy information is truly commendable. Each visit leaves me more enlightened, and I deeply appreciate your consistent reliability.
Your passion and dedication to your craft radiate through every article. Your positive energy is infectious, and it’s evident that you genuinely care about your readers’ experience. Your blog brightens my day!
Your passion and dedication to your craft radiate through every article. Your positive energy is infectious, and it’s evident that you genuinely care about your readers’ experience. Your blog brightens my day!
Your dedication to sharing knowledge is unmistakable, and your writing style is captivating. Your articles are a pleasure to read, and I consistently come away feeling enriched. Thank you for being a dependable source of inspiration and information.
I must applaud your talent for simplifying complex topics. Your ability to convey intricate ideas in such a relatable manner is admirable. You’ve made learning enjoyable and accessible for many, and I deeply appreciate that.
I wanted to take a moment to express my gratitude for the wealth of invaluable information you consistently provide in your articles. Your blog has become my go-to resource, and I consistently emerge with new knowledge and fresh perspectives. I’m eagerly looking forward to continuing my learning journey through your future posts.
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The LB News is the local news source for Long Beach and the surrounding area providing breaking news, sports, business, entertainment, things to do, opinion, photos, videos and more https://lbnews.us/
Drop a link to your favorite blog post of yours in the comments below, I’d love to read more.
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I must applaud your talent for simplifying complex topics. Your ability to convey intricate ideas in such a relatable manner is admirable. You’ve made learning enjoyable and accessible for many, and I deeply appreciate that.
This article is a true game-changer! Your practical tips and well-thought-out suggestions hold incredible value. I’m eagerly anticipating implementing them. Thank you not only for sharing your expertise but also for making it accessible and easy to apply.
Your positivity and enthusiasm are undeniably contagious! This article brightened my day and left me feeling inspired. Thank you for sharing your uplifting message and spreading positivity among your readers.
Your storytelling abilities are nothing short of incredible. Reading this article felt like embarking on an adventure of its own. The vivid descriptions and engaging narrative transported me, and I can’t wait to see where your next story takes us. Thank you for sharing your experiences in such a captivating way.
I wanted to take a moment to express my gratitude for the wealth of invaluable information you consistently provide in your articles. Your blog has become my go-to resource, and I consistently emerge with new knowledge and fresh perspectives. I’m eagerly looking forward to continuing my learning journey through your future posts.
Share your favorite blog post in the comments below!
Healthcare Blog provides news, trends, jobs and resources for health industry professionals. We cover topics like healthcare IT, hospital administration, polcy
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Your writing style effortlessly draws me in, and I find it nearly impossible to stop reading until I’ve reached the end of your articles. Your ability to make complex subjects engaging is indeed a rare gift. Thank you for sharing your expertise!
In a world where trustworthy information is more crucial than ever, your dedication to research and the provision of reliable content is truly commendable. Your commitment to accuracy and transparency shines through in every post. Thank you for being a beacon of reliability in the online realm.
Your writing style effortlessly draws me in, and I find it nearly impossible to stop reading until I’ve reached the end of your articles. Your ability to make complex subjects engaging is indeed a rare gift. Thank you for sharing your expertise!
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Your blog has rapidly become my trusted source of inspiration and knowledge. I genuinely appreciate the effort you invest in crafting each article. Your dedication to delivering high-quality content is apparent, and I eagerly await every new post.
I’ve discovered a treasure trove of knowledge in your blog. Your unwavering dedication to offering trustworthy information is truly commendable. Each visit leaves me more enlightened, and I deeply appreciate your consistent reliability.
This was beautiful Admin. Thank you for your reflections.
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