Summer 2022 Bootcamp Information
Curriculum
GENERAL TRACK
Week 1: August 1-5, 2022
Day | Morning Session | Afternoon Session |
---|---|---|
1 | Introduction AWS M1. Cloud Concepts Overview | Python Fundamentals |
2 | AWS M2. Cloud Economics and Billing M3. Global Infrastructure Overview | Python Fundamentals |
3 | AWS M4. Cloud Security | Python Fundamentals |
4 | AWS M5. Networking and Content Delivery | Python Fundamentals |
5 | AWS M6. Compute | Python Fundamentals |
Week 2: August 8-12, 2022
Day | Morning Session | Afternoon Session |
---|---|---|
1 | AWS M6. Compute cont. | Python Fundamentals |
2 | AWS M7. Storage | Python Fundamentals |
3 | AWS M8. Databases | Python Fundamentals |
4 | AWS M9. Cloud Architecture | Python Fundamentals |
5 | AWS M10. Auto scaling and Monitoring | Python Fundamentals |
DATABASE TECHNICIAN TRACK
Week 3: August 15-19, 2022
Day | Morning Session | Afternoon Session |
---|---|---|
1 | Python for Data Science: Reading and Writing CSV and JSON files | Python for Data Science: Pandas framework |
2 | Intro to SQL on AWS RDS with Books Database example | Intro to SQL on AWS RDS with Books Database example |
3 | Intro to SQL on AWS RDS with Books Database example | Introduction to Healthcare Data Formats |
4 | Case Study: US Drugs Database on AWS RDS | Case Study: US Drugs Database on AWS RDS Cont. |
5 | Python for Data Science: Visualization with Graphs | Case Study: US Drugs Database on AWS RDS Cont. |
Week 4: August 22-24, 2022
Day | Morning Session | Afternoon Session |
---|---|---|
1 | Intro to NoSQL databases on AWS DynamoDB with Movies database | Intro to NoSQL databases on AWS DynamoDB with Movies database |
2 | Intro to NoSQL databases on AWS DynamoDB with Movies database | Case Study: Analysis of Twitter Datasets on DynamoDB |
3 | Case Study: Analysis of Twitter Datasets on DynamoDB Cont. | Case Study: Analysis of Twitter Datasets On DynamoDB Cont. |
BIOINFORMATICS TECHNICIAN TRACK
Week 3: August 15-19, 2022
Day | Morning Session | Afternoon Session |
---|---|---|
1 | Genomics Workshop Overview | Intro to Genomic Data Formats and Variation Concepts |
2 | Project Organization and Management for Genomics | Project Organization and Management for Genomics |
3 | Intro to Command Line for Genomics | Intro to Command Line for Genomics |
4 | Data Wrangling and Processing for Genomics | Data Wrangling and Processing for Genomics |
5 | Data Wrangling and Processing for Genomics | Data Wrangling and Processing for Genomics |
Week 4: August 22-24, 2022
Day | Morning Session | Afternoon Session |
---|---|---|
1 | Cloud Computing for Genomics | Cloud Computing for Genomics |
2 | Case Study: Variant Calling for Covid19 sequence datasets on AWS EC2 | Case Study: Variant Calling for Covid19 sequence datasets on AWS EC2 |
3 | Python for Data Science: Visualization with Graphs | Visualizing Genomics Data with Python |
BIG DATA ANALYTICS AND MACHINE LEARNING TECHNICIAN TRACK
Week 3: August 15-19, 2022
Day | Morning Session | Afternoon Session |
---|---|---|
1 | DataFrame | Visualization and EDA |
2 | Introduction to Machine Learning | Supervised Learning-I |
3 | Supervised Learning-II | Unsupervised Learning |
4 | Model Evaluation and Improvement | Neural Networks (TensorFlow) |
5 | ML in AWS | ML in AWS |
Week 4: August 22-24, 2022
Day | Morning Session | Afternoon Session |
---|---|---|
1 | Python for Data Science: Numpy Framework | Intro to Convolutional Neural Networks |
2 | Intro to Convolutional Neural Networks cont. | Case Study: Classification of Breast Cancer Image Datasets on AWS EMR |
3 | Case Study: Classification of Breast Cancer Image Datasets on AWS EMR cont. | Case Study: Classification of Breast Cancer Image Datasets on AWS EMR cont. |