Modern Artificial Intelligence with Zero Coding
- Descripción
- Currículum
- Reseñas
Do you want to build super-powerful applications in Artificial intelligence (AI) but you don’t know how to code?
Are you intimidated by AI and don’t know where to start?
Or maybe you don’t have a computer science degree and want to break into AI?
Are you an aspiring entrepreneur who wants to maximize business revenue and reduce costs with AI but don’t know how to get there quickly and efficiently?
If the answer is yes to any of these questions, then this course is for you!
Artificial intelligence is one of the top tech fields to be in right now!
AI will change our lives in the same way electricity did 100 years ago.
AI is widely adopted in Finance, banking, healthcare, transportation, and technology. The field is exploding with opportunities and career prospects.
This course solves a key problem which is making AI available to anyone with no coding background or computer science degree.
The purpose of this course is to provide you with knowledge of key aspects of modern AI without any intimidating mathematics and in a practical, easy, and fun way. The course provides students with practical hands-on experience using real-world datasets.
In this course, we will assume that you have been recently hired as a consultant at a start-up in San Francisco. The CEO has tasked you to apply cutting-edge AI techniques to 5 projects. There is only one caveat, your key data scientist quit on you and do not know how to code, and you need to generate results fast. In fact, you only have one week to solve these key company problems. You will be provided with datasets from all these departments and you will be asked to achieve the following tasks:
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Project #1: Develop an AI model to detect people’s emotions using Google Teachable Machines (Technology).
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Project #2: Develop an AI model to detect and classify chest disease using X-Ray chest data using Google Teachable Machines (HealthCare).
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Project #3: Predict Insurance Premium using Customer Features such as age, smoking habit, and geo-location using AWS AI AutoPilot (Business).
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Project #4: Detect Cardiovascular Disease using DataRobot AI (HealthCare).
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Project #5: Recognize food types and explore AI explainability using DataRobot AI (Technology).
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1Course Introduction and Welcome MessageVideo lesson
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2Course Introduction Key Tips for Success, Best Practices and Getting CertifiedVideo lesson
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3What is Artificial Intelligence (AI)?Video lesson
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4AI Recipe and Key Ingredients!Video lesson
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5Supervised vs. Unsupervised AI TrainingVideo lesson
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6Course Outline and Key Learning OutcomesVideo lesson
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7Case Study 1. Chest Disease Detection Using Google Teachable MachineVideo lesson
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8The Rise of AI in HealthCareVideo lesson
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9Reading Material: The Rise of AI in Healthcare ApplicationsText lesson
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10Quiz: The Rise of AI in Healthcare ApplicationsCuestionario
Please read the article entitled: "The Rise of Artificial Intelligence in Healthcare Applications" and answer the following questions.
Link to article: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7325854/
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11Project OverviewVideo lesson
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12AI Model Training & Testing in Google Teachable MachinesVideo lesson
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13Under the Hood - Artificial Neural Networks SimplifiedVideo lesson
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14Under the Hood - Artificial Neural Networks Training & Testing ProcessesVideo lesson
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15Under the Hood - AI Lingo DemystifiedVideo lesson
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16Under the Hood - Confusion MatrixVideo lesson
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17ANN Demo in Tensorflow PlaygroundVideo lesson
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18Export, Save and Deploy the AI ModelVideo lesson
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19Convolutional Neural Networks (CNNs) Deep DiveVideo lesson
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20Covid-Net OverviewVideo lesson
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21COVID-NETCuestionario
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22Final Project OverviewVideo lesson
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23Final Project SolutionVideo lesson
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24Case Study 2. Emotion AI with Google Teachable MachineVideo lesson
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25Introduction to Emotion AI and Project OverviewVideo lesson
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26Reading Material: Emotion AI For Ad Testing and Media AnalyticsText lesson
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27Quiz: Emotion AI For Ad Testing and Media AnalyticsCuestionario
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28Teachable Machine Demo #1 - Data CollectionVideo lesson
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29Teachable Machine Demo #2 - Model TrainingVideo lesson
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30Teachable Machine Demo #3 - Model Deployment and TestingVideo lesson
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31Classification Models KPIs - Part #1Video lesson
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32Classification Models KPIs - Part #2Video lesson
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33Transfer LearningVideo lesson
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34Off the shelf Networks, ResNets, and ImageNetVideo lesson
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35Final Project OverviewVideo lesson
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36Final Project SolutionVideo lesson
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37Case Study 3. Cardiovascular Disease Detection with DataRobotVideo lesson
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38Project Overview: Cardiovascular Disease Detection with DataRobot AIVideo lesson
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39Reading Materials: AI for Cardiovascular Disease DetectionText lesson
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40Quiz: AI for Cardiovascular Disease DetectionCuestionario
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41DataRobot Demo #1: Signup and data uploadVideo lesson
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42DataRobot Demo #2: Target Selection & Exploratory Data AnalysisVideo lesson
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43DataRobot Demo #3: Model Training and Feature ImportanceVideo lesson
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44Precision, Recall, ROC and AUCVideo lesson
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45DataRobot Demo #4: Model Evaluation and AssessmentVideo lesson
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46DataRobot Demo #5: Model Deployment and InferenceVideo lesson
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47Introduction to XG-Boost [Optional Lecture/Additional Material]Video lesson
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48What is Boosting? [Optional Lecture/Additional Material]Video lesson
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49Decision Trees and Ensemble Learning [Optional Lecture/Additional Material]Video lesson
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50Gradient Boosting Deep Dive #1 [Optional Lecture/Additional Material]Video lesson
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51Gradient Boosting Deep Dive #2 [Optional Lecture/Additional Material]Video lesson
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52Case Study 4. AI in BusinessVideo lesson
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53Introduction to AI in business with AWSVideo lesson
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54Reading Material: AI Applications in BusinessText lesson
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55Quiz: AI Applications in BusinessCuestionario
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56Project Overview: Insurance Premium PredictionVideo lesson
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57Simple and Multiple Linear RegressionVideo lesson
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58Amazon Web Services (AWS) 101Video lesson
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59Amazon S3 and EC2Video lesson
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60Introduction to AWS SageMakerVideo lesson
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61Regression MetricsVideo lesson
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62AWS SageMaker AutoPilot Demo #1Video lesson
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63AWS SageMaker AutoPilot Demo #2Video lesson
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64AWS SageMaker AutoPilot Demo #3Video lesson
