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The post Why GPUs are more suited for Deep Learning? Deep Learning Intermediate AMD cuda GPU for deep learning NVIDIA MORE
Overview The art of transfer learning could transform the way you build machine learning and deep learning models Learn how transfer learning works using. The post Deep Learning for Everyone: Master the Powerful Art of Transfer Learning using PyTorch appeared first on Analytics Vidhya. MORE
Introduction High-quality machine learning and deep learning content – that’s the piece de resistance our community loves. The post 20 Most Popular Machine Learning and Deep Learning Articles on Analytics Vidhya in 2019 appeared first on Analytics Vidhya. Analytics Vidhya Education Artificial Intelligence best github repositories Computer Vision data science deep learning Github machine learning Natural language processing python Time Series MORE
Overview Activation function is one of the building blocks on Neural Network Learn about the different activation functions in deep learning Code activation functions. The post Fundamentals of Deep Learning – Activation Functions and When to Use Them? Deep Learning Intermediate Python Technique activation function binary step function leaky relu python relu sigmoid softmax tanh MORE
The post A Review of 2020 and Trends in 2021 – A Technical Overview of Machine Learning and Deep Learning! Introduction Data science is not a choice anymore. It is a necessity. 2020 is almost in the books now. What a crazy year from. MORE
Introduction We are in the midst of a deep learning revolution. Unprecedented success is being achieved in designing deep neural network models for building. The post Using the Power of Deep Learning for Cyber Security (Part 2) – Must-Read for All Data Scientists appeared first on Analytics Vidhya. Deep Learning cyber security deep learning Neural network MORE
Deep Learning is/has become the hottest skill in Data Science at the moment. There is a plethora of articles, courses, technologies, influencers and resources that we can leverage to gain the Deep Learning skills. 2019 Sep Opinions AI Coursera Courses Data Science Data Science Education Data Scientist Deep Learning edX Microsoft MIT MOOC Udacity MORE
Introduction What a time to be working in the deep learning space! 2019 was chock full of deep learning-powered developments and breakthroughs – it. The post A Comprehensive Learning Path for Deep Learning in 2020 appeared first on Analytics Vidhya. MORE
2020 Mar Tutorials, Overviews CoLaboratory Deep Learning Jupyter PythonMany cloud providers, and other third-party services, see the value of a Jupyter notebook environment which is why many companies now offer cloud hosted notebooks that are hosted on the cloud. Let's have a look at 3 such environments. MORE
Introduction “I don’t want a full report, just give me a summary of the results” I have often found myself in this situation – The post Comprehensive Guide to Text Summarization using Deep Learning in Python appeared first on Analytics Vidhya. MORE
Overview Learn how to build your own Social Distancing Tool using your Deep Learning and Computer Vision skills Understand the State-of-the-Art architectures (SOTA) for. The post Your Social Distancing Detection Tool: How to Build One using your Deep Learning Skills appeared first on Analytics Vidhya. MORE
2019 Aug News Deep Learning Deployment GPU Inference NVIDIAGetting trained neural networks to be deployed in applications and services can pose challenges for infrastructure managers. Challenges like multiple frameworks, underutilized infrastructure and lack of standard implementations can even cause AI projects to fail. This blog explores how to navigate these challenges. MORE
Deep learning is growing in both popularity and revenue. In this article, we will shed light on the different milestones that have led to the deep learning field we know today. Towards the end of the article, we will briefly touch on automated learning-to-learn algorithms and democratized deep learning (embedded deep learning in toolkits). MORE
Overview The attention mechanism has changed the way we work with deep learning algorithms Fields like Natural Language Processing (NLP) and even Computer Vision. The post A Comprehensive Guide to Attention Mechanism in Deep Learning for Everyone appeared first on Analytics Vidhya. Computer Vision Deep Learning NLP Python attention deep learning attention mechanism attention models deep learning NLP attention MORE
Overview Learn how to develop an end-to-end model for Automatic Music Generation Understand the WaveNet architecture and implement it from scratch using Keras Compare. The post Want to Generate your own Music using Deep Learning? Advanced Audio Audio Processing Deep Learning Python AI music composer AI music generator automatic music composition causal convolution dilated convolution music generation Wavenet wavenet implementation MORE
Overview Adding an image behind a moving object is a classic deep learning project Learn how to add a logo in a video using. The post A Classic Deep Learning Project – How to Add an Image Behind Objects in a Video appeared first on Analytics Vidhya. Advanced Computer Vision Image Python Technique Unstructured Data advertisements arrays brand image processing NumPy opencv video analytics video data MORE
Overview A comprehensive look at the top machine learning highlights from 2019, including an exhaustive dive into NLP frameworks Check out the machine learning. The post 2019 In-Review and Trends for 2020 – A Technical Overview of Machine Learning and Deep Learning! appeared first on Analytics Vidhya. MORE
Our list of deep learning researchers and industry leaders are the people you should follow to stay current with this wildly expanding field in AI. From early practitioners and established academics to entrepreneurs and today’s top corporate influencers, this diverse group of individuals is leading the way into tomorrow’s deep learning landscape. MORE
Finding a deep learning model to perform well is an exciting feat. 2020 Jan Opinions Complexity Deep Learning Model Performance RegularizationBut, might there be other -- less complex -- models that perform just as well for your application? A simple complexity measure based on the statistical physics concept of Cascading Periodic Spectral Ergodicity (cPSE) can help us be computationally efficient by considering the least complex during model selection. MORE
The post A Quick Guide to Setting up a Virtual Environment for Machine Learning and Deep Learning on macOS appeared first on Analytics Vidhya. Deep Learning Intermediate Machine Learning Technique blogathon macos Virtual Environment MORE
Overview Check out 3 different types of neural networks in deep learning Understand when to use which type of neural network for solving a. The post CNN vs. RNN vs. MLP – Analyzing 3 Types of Neural Networks in Deep Learning appeared first on Analytics Vidhya. MORE
Find out what was presented at the 6th annual Deep Learning Summit in London where industry leaders, academics, researchers, and innovative startups presenting the latest technological advancements and industry application methods in the field of deep learning. 2019 Oct Opinions Deep Learning Europe RE.WORK Summit MORE
Google Colab – Now Build Large Deep Learning Models on your Machine! Get Started with Google Colab for Machine Learning and Deep Learning appeared first on Analytics Vidhya. “Memory Error” – that all too familiar dreaded message in Jupyter notebooks. The post Free GPUs for Everyone! Beginner Resource colab colab python google colab introduction to google colab what is google colab MORE
One of the many areas where machine learning has made a large difference for enterprise business is in the ability to make accurate predictions in the realm of fraud detection. The research team at Cloudera Fast Forward have written a report on using deep learning for anomaly detection. MORE
Introduction Photo by Kevin Ku on Unsplash Deep reinforcement learning has a variety of different algorithms that solves many types of complex problems in. The post Baseline for Policy Gradients that All Deep Learning Enthusists Must Know appeared first on Analytics Vidhya. MORE
The post Control the Mouse with your Head Pose using Deep Learning with Google Teachable Machine appeared first on Analytics Vidhya. Advanced Deep Learning blogathon google teachable machineThis article was published as a part of the Data Science Blogathon. MORE
Deep learning models are revolutionizing the business and technology world with jaw-dropping performances in one application area after another. Read this post on some of the numerous composite technologies which allow deep learning its complex nonlinearity. 2019 Dec Tutorials, Overviews Deep Learning Gradient Descent Neural Networks Optimization MORE
Overview Image augmentation is a super effective concept when we don’t have enough data with us We can use image augmentation for deep learning. The post Image Augmentation for Deep Learning using PyTorch – Feature Engineering for Images appeared first on Analytics Vidhya. MORE
The authors analyze four popular deep learning. Analyzing 4 Popular Deep Learning Architectures appeared first on Analytics Vidhya. Classification Computer Vision Image Intermediate Supervised Technique Unstructured Data CIFAR class sensitivity classification classification machine learning machine learning machine learning research ResNet MORE
Introduction There are multiple ways to learn data science, machine learning and deep learning concepts. You can watch videos, read articles, enroll in courses, The post Exclusive Interview with Dr. Sunil Kumar Vuppala – A Deep Learning Expert and IoT Veteran appeared first on Analytics Vidhya. Career career data science career data science interview data science thought leader deep learning interviews MORE
Can you fool your deep learning model? What does lying to your deep learning model even entail? The post Can you Lie to your Deep Learning Model? Deep Learning Intermediate Use Cases CNN CNN classes deep elarning models deep learning machine learning machine learning classes Machine Learning ModelsThis question we’re sure most of you. appeared first on Analytics Vidhya. MORE
Overview Looking to crack your next deep learning interview? We have put together a list of popular deep. The post A Comprehensive Guide to 21 Popular Deep Learning Interview Questions and Answers appeared first on Analytics Vidhya. You’ve come to the right place! MORE
Overview Learn how you can use computer vision and deep learning techniques to work with video data We will build our own video classification. The post Step-by-Step Deep Learning Tutorial to Build your own Video Classification Model appeared first on Analytics Vidhya. Computer Vision Deep Learning Python deep learning python Video Classification video data MORE
TensorFlow 2.0 – a Major Update for the Deep Learning Community Just when I thought TensorFlow’s market share would be eaten by the emergence. Tutorial for Deep Learning appeared first on Analytics Vidhya. Deep Learning Intermediate Libraries Python deep learning tensorflow tensorflow 2 tensorflow 2.0 TensorFlow Deep Learning MORE
One discussion that warrants more attention is the growing relevance of deep learning in the currency markets of emerging economies. Industry analysts agree that artificial intelligence and big data have had a profound effect on the global financial industry. MORE
Imagine you’re in a landlocked country, and a mystery infection has spread. The government has fallen, and rebels are roaming the country. If you’re the armed forces in this scenario, how do you make decisions in this environment? How can you fully understand the situation at hand? MORE
INTRODUCTION What is Deep Learning? Deep Learning is a subset of Machine. The post Introduction and Implementation to Neural Style Transfer – Deep Learning appeared first on Analytics Vidhya. MORE
If this month’s Google I/O conference is any indication , then incorporating machine learning (and deep learning) into existing products and processes to make them more efficient or useful is the future. From healthcare to sales , deep learning has wide applications; and with last week’s launch of Hailo ’s newest deep learning chip, they will only get wider. data science deep learning Education MORE
Learn about deploying deep learning models using TensorFlow Serving How to handle post-deployment challenges like swapping between different versions of models using TensorFlow Serving. The post TensorFlow Serving: Deploying Deep Learning Models Just Got Easier! Data Engineering Intermediate Libraries Project Python Unstructured Data deep learning deep learning model deployment Image Classification Model deployment tensorflow tensorflow serving MORE
Case study: Autonomous Underwriting Decisioning Using Deep Learning. Learn how the right AI strategy can take your business to its pinnacle. Business Context. MORE
Starting your Deep Learning Career? Deep learning can be a complex and daunting field for newcomers. The post Getting into Deep Learning? Beginner Deep Learning Listicle Maths Pandas Profile Building Python Statistics Uncategorized deep learning machine learning mathematics python statisticsConcepts like hidden layers, convolutional neural networks, backpropagation. MORE
Overview Get to know the deep learning model we will use and ReLu6 Understand how to get blur background using deep learning Introduction The. The post Generate Background Blur using Deep Learning in Python with this Simple Tutorial appeared first on Analytics Vidhya. MORE
2019 Dec Tutorials, Overviews Deep Learning Keras Neural Networks Overfitting Python Regularization Transfer LearningThis post outlines an attack plan for fighting overfitting in neural networks. MORE
Overview Deep learning is a vast field but there are a few common challenges most of us face when building models Here, we talk. The post 4 Proven Tricks to Improve your Deep Learning Model’s Performance appeared first on Analytics Vidhya. MORE
Deep Learning Related Topics Analytics Vidhya
DECEMBER 18, 2020
The post A Review of 2020 and Trends in 2021 – A Technical Overview of Machine Learning and Deep Learning! Introduction Data science is not a choice anymore. It is a necessity. 2020 is almost in the books now. What a crazy year from.
Analytics Vidhya
MARCH 18, 2020
TensorFlow 2.0 – a Major Update for the Deep Learning Community Just when I thought TensorFlow’s market share would be eaten by the emergence. Tutorial for Deep Learning appeared first on Analytics Vidhya. Deep Learning Intermediate Libraries Python deep learning tensorflow tensorflow 2 tensorflow 2.0 TensorFlow Deep Learning
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Analytics Vidhya
SEPTEMBER 9, 2020
The post Why GPUs are more suited for Deep Learning? Deep Learning Intermediate AMD cuda GPU for deep learning NVIDIA
Analytics Vidhya
APRIL 19, 2020
Overview Looking to crack your next deep learning interview? We have put together a list of popular deep. The post A Comprehensive Guide to 21 Popular Deep Learning Interview Questions and Answers appeared first on Analytics Vidhya. You’ve come to the right place!
Analytics Vidhya
DECEMBER 4, 2020
The post Control the Mouse with your Head Pose using Deep Learning with Google Teachable Machine appeared first on Analytics Vidhya. Advanced Deep Learning blogathon google teachable machineThis article was published as a part of the Data Science Blogathon.
Analytics Vidhya
JANUARY 20, 2021
The post A Quick Guide to Setting up a Virtual Environment for Machine Learning and Deep Learning on macOS appeared first on Analytics Vidhya. Deep Learning Intermediate Machine Learning Technique blogathon macos Virtual Environment
Analytics Vidhya
MARCH 2, 2020
Learn about deploying deep learning models using TensorFlow Serving How to handle post-deployment challenges like swapping between different versions of models using TensorFlow Serving. The post TensorFlow Serving: Deploying Deep Learning Models Just Got Easier! Data Engineering Intermediate Libraries Project Python Unstructured Data deep learning deep learning model deployment Image Classification Model deployment tensorflow tensorflow serving
Analytics Vidhya
OCTOBER 22, 2020
INTRODUCTION What is Deep Learning? Deep Learning is a subset of Machine. The post Introduction and Implementation to Neural Style Transfer – Deep Learning appeared first on Analytics Vidhya.
Analytics Vidhya
FEBRUARY 16, 2020
Overview Check out 3 different types of neural networks in deep learning Understand when to use which type of neural network for solving a. The post CNN vs. RNN vs. MLP – Analyzing 3 Types of Neural Networks in Deep Learning appeared first on Analytics Vidhya.
Analytics Vidhya
MARCH 10, 2020
Starting your Deep Learning Career? Deep learning can be a complex and daunting field for newcomers. The post Getting into Deep Learning? Beginner Deep Learning Listicle Maths Pandas Profile Building Python Statistics Uncategorized deep learning machine learning mathematics python statisticsConcepts like hidden layers, convolutional neural networks, backpropagation.
Analytics Vidhya
NOVEMBER 19, 2019
Overview The attention mechanism has changed the way we work with deep learning algorithms Fields like Natural Language Processing (NLP) and even Computer Vision. The post A Comprehensive Guide to Attention Mechanism in Deep Learning for Everyone appeared first on Analytics Vidhya. Computer Vision Deep Learning NLP Python attention deep learning attention mechanism attention models deep learning NLP attention
Analytics Vidhya
OCTOBER 18, 2020
Overview Get to know the deep learning model we will use and ReLu6 Understand how to get blur background using deep learning Introduction The. The post Generate Background Blur using Deep Learning in Python with this Simple Tutorial appeared first on Analytics Vidhya.
Analytics Vidhya
NOVEMBER 6, 2019
Overview Deep learning is a vast field but there are a few common challenges most of us face when building models Here, we talk. The post 4 Proven Tricks to Improve your Deep Learning Model’s Performance appeared first on Analytics Vidhya.
Analytics Vidhya
SEPTEMBER 2, 2019
Overview Learn how you can use computer vision and deep learning techniques to work with video data We will build our own video classification. The post Step-by-Step Deep Learning Tutorial to Build your own Video Classification Model appeared first on Analytics Vidhya. Computer Vision Deep Learning Python deep learning python Video Classification video data
Analytics Vidhya
NOVEMBER 11, 2020
Introduction Photo by Kevin Ku on Unsplash Deep reinforcement learning has a variety of different algorithms that solves many types of complex problems in. The post Baseline for Policy Gradients that All Deep Learning Enthusists Must Know appeared first on Analytics Vidhya.
Analytics Vidhya
DECEMBER 22, 2019
Overview A comprehensive look at the top machine learning highlights from 2019, including an exhaustive dive into NLP frameworks Check out the machine learning. The post 2019 In-Review and Trends for 2020 – A Technical Overview of Machine Learning and Deep Learning! appeared first on Analytics Vidhya.
DataFloq
JUNE 12, 2019
Deep learning is growing in both popularity and revenue. In this article, we will shed light on the different milestones that have led to the deep learning field we know today. Towards the end of the article, we will briefly touch on automated learning-to-learn algorithms and democratized deep learning (embedded deep learning in toolkits).
Analytics Vidhya
OCTOBER 21, 2019
Overview The art of transfer learning could transform the way you build machine learning and deep learning models Learn how transfer learning works using. The post Deep Learning for Everyone: Master the Powerful Art of Transfer Learning using PyTorch appeared first on Analytics Vidhya.
Analytics Vidhya
DECEMBER 4, 2019
Overview Image augmentation is a super effective concept when we don’t have enough data with us We can use image augmentation for deep learning. The post Image Augmentation for Deep Learning using PyTorch – Feature Engineering for Images appeared first on Analytics Vidhya.
Analytics Vidhya
JANUARY 29, 2020
Overview Activation function is one of the building blocks on Neural Network Learn about the different activation functions in deep learning Code activation functions. The post Fundamentals of Deep Learning – Activation Functions and When to Use Them? Deep Learning Intermediate Python Technique activation function binary step function leaky relu python relu sigmoid softmax tanh
Analytics Vidhya
MAY 22, 2019
Introduction We are in the midst of a deep learning revolution. Unprecedented success is being achieved in designing deep neural network models for building. The post Using the Power of Deep Learning for Cyber Security (Part 2) – Must-Read for All Data Scientists appeared first on Analytics Vidhya. Deep Learning cyber security deep learning Neural network
KDnuggets
DECEMBER 5, 2019
Deep learning models are revolutionizing the business and technology world with jaw-dropping performances in one application area after another. Read this post on some of the numerous composite technologies which allow deep learning its complex nonlinearity. 2019 Dec Tutorials, Overviews Deep Learning Gradient Descent Neural Networks Optimization
Analytics Vidhya
JANUARY 20, 2020
Overview Learn how to develop an end-to-end model for Automatic Music Generation Understand the WaveNet architecture and implement it from scratch using Keras Compare. The post Want to Generate your own Music using Deep Learning? Advanced Audio Audio Processing Deep Learning Python AI music composer AI music generator automatic music composition causal convolution dilated convolution music generation Wavenet wavenet implementation
Cloudera
NOVEMBER 17, 2020
One of the many areas where machine learning has made a large difference for enterprise business is in the ability to make accurate predictions in the realm of fraud detection. The research team at Cloudera Fast Forward have written a report on using deep learning for anomaly detection.
KDnuggets
DECEMBER 27, 2019
2019 Dec Tutorials, Overviews Deep Learning Keras Neural Networks Overfitting Python Regularization Transfer LearningThis post outlines an attack plan for fighting overfitting in neural networks.
Analytics Vidhya
JUNE 9, 2019
Introduction “I don’t want a full report, just give me a summary of the results” I have often found myself in this situation – The post Comprehensive Guide to Text Summarization using Deep Learning in Python appeared first on Analytics Vidhya.
Analytics Vidhya
DECEMBER 17, 2019
Introduction High-quality machine learning and deep learning content – that’s the piece de resistance our community loves. The post 20 Most Popular Machine Learning and Deep Learning Articles on Analytics Vidhya in 2019 appeared first on Analytics Vidhya. Analytics Vidhya Education Artificial Intelligence best github repositories Computer Vision data science deep learning Github machine learning Natural language processing python Time Series
Analytics Vidhya
MAY 17, 2020
Overview Learn how to build your own Social Distancing Tool using your Deep Learning and Computer Vision skills Understand the State-of-the-Art architectures (SOTA) for. The post Your Social Distancing Detection Tool: How to Build One using your Deep Learning Skills appeared first on Analytics Vidhya.
Dataiku
MAY 21, 2019
If this month’s Google I/O conference is any indication , then incorporating machine learning (and deep learning) into existing products and processes to make them more efficient or useful is the future. From healthcare to sales , deep learning has wide applications; and with last week’s launch of Hailo ’s newest deep learning chip, they will only get wider. data science deep learning Education
Analytics Vidhya
OCTOBER 22, 2019
Introduction There are multiple ways to learn data science, machine learning and deep learning concepts. You can watch videos, read articles, enroll in courses, The post Exclusive Interview with Dr. Sunil Kumar Vuppala – A Deep Learning Expert and IoT Veteran appeared first on Analytics Vidhya. Career career data science career data science interview data science thought leader deep learning interviews
KDnuggets
OCTOBER 4, 2019
Find out what was presented at the 6th annual Deep Learning Summit in London where industry leaders, academics, researchers, and innovative startups presenting the latest technological advancements and industry application methods in the field of deep learning. 2019 Oct Opinions Deep Learning Europe RE.WORK Summit
KDnuggets
SEPTEMBER 23, 2019
Our list of deep learning researchers and industry leaders are the people you should follow to stay current with this wildly expanding field in AI. From early practitioners and established academics to entrepreneurs and today’s top corporate influencers, this diverse group of individuals is leading the way into tomorrow’s deep learning landscape.
Analytics Vidhya
MARCH 22, 2020
Google Colab – Now Build Large Deep Learning Models on your Machine! Get Started with Google Colab for Machine Learning and Deep Learning appeared first on Analytics Vidhya. “Memory Error” – that all too familiar dreaded message in Jupyter notebooks. The post Free GPUs for Everyone! Beginner Resource colab colab python google colab introduction to google colab what is google colab
KDnuggets
JANUARY 10, 2020
Finding a deep learning model to perform well is an exciting feat. 2020 Jan Opinions Complexity Deep Learning Model Performance RegularizationBut, might there be other -- less complex -- models that perform just as well for your application? A simple complexity measure based on the statistical physics concept of Cascading Periodic Spectral Ergodicity (cPSE) can help us be computationally efficient by considering the least complex during model selection.
Analytics Vidhya
FEBRUARY 13, 2020
The authors analyze four popular deep learning. Analyzing 4 Popular Deep Learning Architectures appeared first on Analytics Vidhya. Classification Computer Vision Image Intermediate Supervised Technique Unstructured Data CIFAR class sensitivity classification classification machine learning machine learning machine learning research ResNet
bridgei2i
JANUARY 17, 2021
Case study: Autonomous Underwriting Decisioning Using Deep Learning. Learn how the right AI strategy can take your business to its pinnacle. Business Context.
Analytics Vidhya
JUNE 14, 2020
Overview Adding an image behind a moving object is a classic deep learning project Learn how to add a logo in a video using. The post A Classic Deep Learning Project – How to Add an Image Behind Objects in a Video appeared first on Analytics Vidhya. Advanced Computer Vision Image Python Technique Unstructured Data advertisements arrays brand image processing NumPy opencv video analytics video data
Analytics Vidhya
JANUARY 6, 2020
Introduction What a time to be working in the deep learning space! 2019 was chock full of deep learning-powered developments and breakthroughs – it. The post A Comprehensive Learning Path for Deep Learning in 2020 appeared first on Analytics Vidhya.
DataFloq
AUGUST 30, 2020
One discussion that warrants more attention is the growing relevance of deep learning in the currency markets of emerging economies. Industry analysts agree that artificial intelligence and big data have had a profound effect on the global financial industry.
KDnuggets
AUGUST 1, 2019
2019 Aug News Deep Learning Deployment GPU Inference NVIDIAGetting trained neural networks to be deployed in applications and services can pose challenges for infrastructure managers. Challenges like multiple frameworks, underutilized infrastructure and lack of standard implementations can even cause AI projects to fail. This blog explores how to navigate these challenges.
KDnuggets
SEPTEMBER 24, 2019
Deep Learning is/has become the hottest skill in Data Science at the moment. There is a plethora of articles, courses, technologies, influencers and resources that we can leverage to gain the Deep Learning skills. 2019 Sep Opinions AI Coursera Courses Data Science Data Science Education Data Scientist Deep Learning edX Microsoft MIT MOOC Udacity
KDnuggets
MARCH 19, 2020
2020 Mar Tutorials, Overviews CoLaboratory Deep Learning Jupyter PythonMany cloud providers, and other third-party services, see the value of a Jupyter notebook environment which is why many companies now offer cloud hosted notebooks that are hosted on the cloud. Let's have a look at 3 such environments.
Dataiku
JANUARY 5, 2021
Imagine you’re in a landlocked country, and a mystery infection has spread. The government has fallen, and rebels are roaming the country. If you’re the armed forces in this scenario, how do you make decisions in this environment? How can you fully understand the situation at hand?
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