File List
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01 Introduction/001 Introduction what you will build during the course.mp4 13.94 MB
01 Introduction/002 What is Serverless Computing.mp4 14.34 MB
01 Introduction/003 L3-What-is-AWS-Lambda.pdf 449.61 KB
01 Introduction/003 What is AWS Lambda.mp4 37.04 MB
01 Introduction/004 L4-What-is-Serverless-Framework.pdf 439.74 KB
01 Introduction/004 What is Serverless Framework.mp4 12.85 MB
01 Introduction/005 Exposing ML Models through AWS Lambda.mp4 18.74 MB
01 Introduction/005 L5-Exposing-Models.pdf 378.21 KB
01 Introduction/external-assets-links.txt 78 B
02 Setting up your system/006 Why Linux.mp4 9.96 MB
02 Setting up your system/007 Pre-configured Virtual Machine Download.html 2.19 KB
02 Setting up your system/008 For Mac Users Setup Instructions.html 3.18 KB
02 Setting up your system/009 Installing VirtualBox.mp4 24.02 MB
02 Setting up your system/010 Creating Ubuntu Virtual Machine.mp4 55.4 MB
02 Setting up your system/011 Initial Ubuntu Setup.mp4 70.84 MB
02 Setting up your system/012 Installing Miniconda.mp4 78.63 MB
02 Setting up your system/013 Installing Visual Studio Code.mp4 36.06 MB
02 Setting up your system/014 Installing pip3.mp4 51.4 MB
02 Setting up your system/015 L13-What-is-Docker.pdf 616.79 KB
02 Setting up your system/015 What is Docker.mp4 20.13 MB
02 Setting up your system/016 Installing Docker.mp4 67.52 MB
02 Setting up your system/017 Installing Serverless Framework.mp4 72.51 MB
02 Setting up your system/018 Configuring Serverless.mp4 35.42 MB
03 Program Code and Solutions Availability/019 Program Code and Solutions Availability.html 1.71 KB
04 Hello World from Lambda/020 Serverless Create.mp4 43.12 MB
04 Hello World from Lambda/021 Editing serverless.yml File.mp4 79.8 MB
04 Hello World from Lambda/022 First Deployment.mp4 65.95 MB
04 Hello World from Lambda/023 Supporting Services Overview.mp4 91.69 MB
05 Deploying scikit-learn Regression Model/024 Intro to Dataset and Frontend Code.mp4 43.32 MB
05 Deploying scikit-learn Regression Model/024 web-gui-code.zip 366.05 KB
05 Deploying scikit-learn Regression Model/025 Creating Virtual Environment with Conda.mp4 46.09 MB
05 Deploying scikit-learn Regression Model/026 Simple Dataset Exploration.mp4 76.1 MB
05 Deploying scikit-learn Regression Model/027 Training the Model.mp4 71.49 MB
05 Deploying scikit-learn Regression Model/028 Saving the Model.mp4 33.12 MB
05 Deploying scikit-learn Regression Model/029 Creating Project and Handler Prototype.mp4 54.7 MB
05 Deploying scikit-learn Regression Model/030 Developing Prediction Function.mp4 93.38 MB
05 Deploying scikit-learn Regression Model/031 Testing Lambda Function Locally.mp4 70.32 MB
05 Deploying scikit-learn Regression Model/032 Editing serverless.yml File.mp4 71.45 MB
05 Deploying scikit-learn Regression Model/033 Creating requirements.txt and Deploying Model.mp4 72.15 MB
06 Post Deployment Activities/034 Analyzing CloudWatch Reports.mp4 43.34 MB
06 Post Deployment Activities/035 Dealing With Cold Starts.mp4 102.29 MB
06 Post Deployment Activities/036 Important Notice About Scaling.mp4 18.53 MB
06 Post Deployment Activities/036 lambda-scaling.pdf 422.92 KB
06 Post Deployment Activities/037 Basics of Usage Plans and API Keys.mp4 110.7 MB
06 Post Deployment Activities/038 Check S3 storage and Costs.mp4 78.2 MB
07 Deploying spaCy NLP Model/039 Intro to spaCy NLP framework.mp4 15.83 MB
07 Deploying spaCy NLP Model/040 Creating Virtual Environment with Conda.mp4 72.75 MB
07 Deploying spaCy NLP Model/041 spaCy Usage Example in Jupyter Notebook.mp4 81.45 MB
07 Deploying spaCy NLP Model/042 Creating Project with Serverless.mp4 16.2 MB
07 Deploying spaCy NLP Model/043 Coding Lambda Function.mp4 49.38 MB
07 Deploying spaCy NLP Model/044 Unzipping Requirements in handler.py.mp4 23.47 MB
07 Deploying spaCy NLP Model/045 Updating handler.py.mp4 12.11 MB
07 Deploying spaCy NLP Model/046 Editing serverless.yml File.mp4 58.11 MB
07 Deploying spaCy NLP Model/047 Adding requirements.txt and Local Testing.mp4 22.86 MB
07 Deploying spaCy NLP Model/048 Deployment and Global Testing.mp4 89.27 MB
08 Deploying Keras ResNet50 Model/049 Solution Architecture Overview.mp4 9.59 MB
08 Deploying Keras ResNet50 Model/050 Creating Virtual Environment with Conda.mp4 37.67 MB
08 Deploying Keras ResNet50 Model/051 elephant.jpg 120.54 KB
08 Deploying Keras ResNet50 Model/051 ResNet50 Usage Example in Jupyter Notebook.mp4 79.17 MB
08 Deploying Keras ResNet50 Model/052 Creating S3 Buckets.mp4 28.58 MB
08 Deploying Keras ResNet50 Model/053 Updated Usage Example.mp4 116.47 MB
08 Deploying Keras ResNet50 Model/054 Creating Project and Editing Handler File.mp4 57.56 MB
08 Deploying Keras ResNet50 Model/055 Finishing Handler File.mp4 94.4 MB
08 Deploying Keras ResNet50 Model/056 Updating Handler and Editing serverless.yml File.mp4 58.06 MB
08 Deploying Keras ResNet50 Model/057 Finishing serverless.yml File.mp4 41.63 MB
08 Deploying Keras ResNet50 Model/058 Testing Lambda Function Locally.mp4 40.73 MB
08 Deploying Keras ResNet50 Model/059 Setting Up Requirements.mp4 62.53 MB
08 Deploying Keras ResNet50 Model/060 Deploying and Global Testing.mp4 25.81 MB
08 Deploying Keras ResNet50 Model/061 Image Upload Settings on AWS.mp4 94.28 MB
08 Deploying Keras ResNet50 Model/062 cat-pexels-photo-126407.jpeg 1.11 MB
08 Deploying Keras ResNet50 Model/062 Visualizing Predictions on the Web Page.mp4 27.48 MB
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