├── Applied Data Science Capstone ├── Readme.md ├── Week 1 │ └── Capstone_Project_Notebook.ipynb ├── Week 2 │ ├── .ipynb_checkpoints │ │ └── DP0701EN-2-2-1-Foursquare-API-py-v1.0-checkpoint.ipynb │ ├── DP0701EN-2-2-1-Foursquare-API-py-v1.0.ipynb │ └── How to Visualize clusters with different colors.PNG ├── Week 3 │ ├── Final Assignment - Segmenting and Clustering Neighborhoods in Toronto │ │ ├── .ipynb_checkpoints │ │ │ ├── Part 1-checkpoint.ipynb │ │ │ ├── Part 2-checkpoint.ipynb │ │ │ ├── Part 3-checkpoint.ipynb │ │ │ └── Untitled-checkpoint.ipynb │ │ ├── Part 1.ipynb │ │ ├── Part 2.ipynb │ │ └── Part 3.ipynb │ ├── Lab 1 - k-means Clustering │ │ ├── .ipynb_checkpoints │ │ │ ├── DP0701EN-3-3-1-Clustering-k-means-py-v2.0-checkpoint.ipynb │ │ │ └── delt it-checkpoint.ipynb │ │ ├── Cust_Segmentation.csv │ │ └── DP0701EN-3-3-1-Clustering-k-means-py-v2.0.ipynb │ └── Lab 2 - Segmenting and Clustering Neighborhoods in New York City │ │ ├── .ipynb_checkpoints │ │ └── DP0701EN-3-3-2-Neighborhoods-New-York-py-v2.0-checkpoint.ipynb │ │ ├── DP0701EN-3-3-2-Neighborhoods-New-York-py-v2.0.ipynb │ │ └── newyork_data.json ├── Week 4 │ └── Capstone Project - The Battle of Neighborhoods (Week 1) │ │ ├── Business Proposal.ipynb │ │ ├── Data Description.ipynb │ │ └── README.md └── Week 5 │ └── Capstone Project - The Battle of Neighborhoods (Week 2) │ ├── Capstone Project – The Battle of Neighborhoods - Finding a Better Place in Scarborough, Toronto.ipynb │ ├── Final Report.ipynb │ ├── Link of BlogPost and IBM Watson Studio.txt │ ├── Presentation.docx │ ├── README.md │ └── images │ ├── Average Housing Price.png │ ├── Map of Clusters Scarborough.png │ ├── Map of Scarborough.png │ ├── Most Common venues near neighborhood.png │ ├── School Ratings by Clusters.png │ └── Using K-Means Clustering Approach - 10th Most Common Venue.png ├── Data Analysis with Python ├── week 1 │ ├── quiz 1 (Understanding the Data).JPG │ ├── quiz 2 (Python Packages for Data Science).JPG │ ├── quiz 3 (Importing and Exporting Data in Python).JPG │ ├── quiz 4 (Getting Started Analyzing Data in Python).JPG │ ├── quiz 5 (Importing Datasets) part I.JPG │ ├── quiz 5 (Importing Datasets) part II.JPG │ └── review-introduction.ipynb ├── week 2 │ ├── Lab 2-Data Wrangling │ │ └── data-wrangling.ipynb │ ├── quiz 1 (Dealing with Missing Values in Python).JPG │ ├── quiz 2 (Data Formatting in Python).JPG │ ├── quiz 3 (Data Normalization in Python).JPG │ ├── quiz 4 (Turning categorical variables into quantitative variables in Python).PNG │ ├── quiz 5 (Data Wrangling) part 1.PNG │ └── quiz 5 (Data Wrangling) part 2.PNG ├── week 3 │ ├── Lab 3 -Exploratory Data Analysis │ │ └── exploratory-data-analysis.ipynb │ ├── quiz 1 (Descriptive Statistics).PNG │ ├── quiz 2 (GroupBy in Python).PNG │ ├── quiz 3 (Correlation).PNG │ ├── quiz 4 (Correlation-Statistics).PNG │ ├── quiz 5 (Exploratory Data Analysis) part I.PNG │ └── quiz 5 (Exploratory Data Analysis) part II.PNG ├── week 4 │ ├── Lab 4 - Model Development │ │ └── model-development.ipynb │ ├── quiz 1 (Linear Regression and Multiple Linear Regression).PNG │ ├── quiz 2 (Model Evaluation using Visualization).PNG │ ├── quiz 3 (Polynomial Regression and Pipelines).PNG │ ├── quiz 4 (Measures for In-Sample Evaluation).PNG │ ├── quiz 5 (Model Development) part I.PNG │ └── quiz 5 (Model Development) part II.PNG ├── week 5 │ ├── Lab 5 - Model Evaluation and Refinement │ │ └── model-evaluation-and-refinement.ipynb │ ├── quiz 1(Model Evaluation).PNG │ ├── quiz 2 (Overfitting, Underfitting and model selection).PNG │ ├── quiz 3 (Ridge Regression).PNG │ ├── quiz 4(Model Refinement ) part 1.PNG │ └── quiz 4(Model Refinement ) part 2.PNG └── week 6 │ ├── House Sales_in_King_Count_USA.ipynb │ ├── Q1) DataType of each column.PNG │ ├── Q10) Polynomial ridge reg.PNG │ ├── Q2) drop and describe.PNG │ ├── Q3) Unique values of floor.PNG │ ├── Q4) Boxplot.PNG │ ├── Q5) Regplot.PNG │ ├── Q6 ) Train and score.PNG │ ├── Q7) Multiple features.PNG │ ├── Q8) pipeline.PNG │ └── Q9) Ridge reg.PNG ├── Data Science Methodology ├── README.md ├── Week 1 │ ├── DS0103EN-1-1-1-From-Problem-to-Approach-v2.0.ipynb │ └── DS0103EN-2-2-1-From-Requirements-to-Collection-v2.0.ipynb ├── Week 2 │ ├── DS0103EN-3-3-1-From-Understanding-to-Preparation-v2.0.ipynb │ ├── DS0103EN-4-4-1-From-Modeling-to-Evaluation-v2.0.ipynb │ ├── quiz 1 - From Understanding to Preparation.PNG │ ├── quiz 2 - From Modeling to Evaluation.PNG │ ├── summary 2.PNG │ └── summary.PNG ├── Week 3 │ ├── Data-Science-Tools-for-Email-Analysis-Research-Guide.pdf │ ├── Final Assignment │ │ ├── Data-Science-Tools-for-Email-Analysis-Research-Guide.pdf │ │ ├── Final-Assignment.docx │ │ └── ~$nal-Assignment.docx │ ├── Final-Assignment.docx │ ├── Summary.PNG │ ├── quiz part1.PNG │ ├── quiz part2.PNG │ └── quiz part3.PNG ├── analytics-chart.png ├── data-method.jpg ├── data-science-process.png ├── data-science-salon-clustering-a-top-down-and-bottom-up-approach.jpg ├── lab1_fig1_flowchart_business_understanding.png └── sum.png ├── Data Visualization with Python ├── Final Assignment │ ├── Final Assignment.ipynb │ ├── Police_Department_Incidents_-_Previous_Year__2016_.csv │ ├── Problem 1.PNG │ ├── Problem 2.PNG │ ├── Problem 3.PNG │ ├── Problem 4.PNG │ ├── Readme.md │ ├── Topic_Survey_Assignment.csv │ └── san-francisco.geojson ├── Readme.md ├── Week 1 - Introduction to Data Visualization Tools │ ├── Lab 1(Introduction to Matplotlib and Line Plots) │ │ └── DV0101EN-1-1-1-Introduction-to-Matplotlib-and-Line-Plots-py-v2.0.ipynb │ ├── Quiz 1(Introduction to Data Visualization Tools) part 1.PNG │ └── Quiz 1(Introduction to Data Visualization Tools) part 2.PNG ├── Week 2 - Specialized Visualization Tools │ ├── Lab 1 - Basic Visualization Tools │ │ └── DV0101EN-2-2-1-Area-Plots-Histograms-and-Bar-Charts-py-v2.0.ipynb │ ├── Lab 2 - Specialized Visualization Tools │ │ └── DV0101EN-2-3-1-Pie-Charts-Box-Plots-Scatter-Plots-and-Bubble-Plots-py-v2.0.ipynb │ ├── Quiz 1 (Basic Visualizayion Tools) part 1.PNG │ ├── Quiz 1 (Basic Visualizayion Tools) part 2.PNG │ ├── Quiz 2 (Specialized Visualizayion Tools) part 1.PNG │ ├── Quiz 2 (Specialized Visualizayion Tools) part 2.PNG │ ├── Quiz 2 (Specialized Visualizayion Tools) part 3.PNG │ └── Quiz 2 (Specialized Visualizayion Tools) part 4.PNG └── Week 3 - Advanced Visualization Tools │ ├── Lab 1 - Advanced Visualization Tools │ └── DV0101EN-3-4-1-Waffle-Charts-Word-Clouds-and-Regression-Plots-py-v2.0.ipynb │ ├── Lab 2 - Creating Maps and Visualizing Geospatial Data │ └── DV0101EN-3-5-1-Generating-Maps-in-Python-py-v2.0 (1).ipynb │ ├── Quiz 1 (Advanced Visualization Tools) part 1.PNG │ ├── Quiz 1 (Advanced Visualization Tools) part 2.PNG │ ├── Quiz 2 (Visualizing Geospatial Data) part 1.PNG │ └── Quiz 2 (Visualizing Geospatial Data) part 2.PNG ├── Databases and SQL for Data Science ├── week 1 │ ├── LAB-1---v6---Create-Db2-Instance.pdf │ ├── Lab2-solution-Script.sql │ └── quiz 1 (Databases).PNG ├── week 2 │ ├── LAB 2 │ │ ├── PETSALE-CREATE.sql │ │ └── PETSALE-FUNCTIONS.sql │ ├── LAB │ │ ├── Departments.csv │ │ ├── Employees.csv │ │ ├── Jobs.csv │ │ ├── JobsHistory.csv │ │ ├── Locations.csv │ │ ├── Script_Create_Tables.sql │ │ ├── Solutions │ │ │ └── Module4_Queries_v4.sql │ │ └── Week2Lab1v5.pdf │ ├── quiz 1 (String Patterns, Ranges, Sorting and Grouping).PNG │ └── quiz 2 (Functions, Sub-Queries, Multiple Tables).PNG ├── week 3 │ ├── Hands-on LAB 1 │ │ └── DB0201EN-Week3-1-1-Connecting-v4-py.ipynb │ ├── Hands-on LAB 2 │ │ ├── Querying-v4-py.ipynb │ │ └── SQLmagic-v3-py.ipynb │ ├── Hands-on LAB 3 │ │ ├── Analyzing a real World Data Set-v5-py.ipynb │ │ └── jcxq-k9xf.csv │ ├── Wk3 LAB 0 (Create Db2 Service Credentials) │ │ └── Create-Db2-Service-Credentials.pdf │ └── quiz 1(Database access from Python).PNG └── week 4 │ ├── Assignment │ ├── Census_Data_-_Selected_socioeconomic_indicators_in_Chicago__2008___2012-v2.csv │ ├── Chicago_Crime_Data-v2.csv │ ├── Chicago_Public_Schools_-_Progress_Report_Cards__2011-2012-v3 (1).csv │ ├── PeerAssign-v5-py.ipynb │ └── Screenshots │ │ ├── p1.PNG │ │ ├── p10.PNG │ │ ├── p2.PNG │ │ ├── p3.PNG │ │ ├── p4.PNG │ │ ├── p5.PNG │ │ ├── p6.PNG │ │ ├── p7.PNG │ │ ├── p8.PNG │ │ └── p9.PNG │ ├── Chicago_Public_Schools_-_Progress_Report_Cards__2011-2012-v3.csv │ └── Hands-on Lab 1 │ └── RealDataPractice-v4-py.ipynb ├── Machine Learning with Python ├── Readme.md ├── Week 1 (Introduction to Machine Learning) │ ├── cheat-sheet.png │ ├── quiz 1(Intro to machine learning).PNG │ └── supervised-vs-unsupervised.png ├── Week 2 (Linear & Non Linear Regression) │ ├── Lab 1 - Simple Linear Regression │ │ ├── FuelConsumptionCo2.csv │ │ └── ML0101EN-Reg-Simple-Linear-Regression-Co2-py-v1.ipynb │ ├── Lab 2 - Multiple Linear Regression │ │ └── ML0101EN-Reg-Mulitple-Linear-Regression-Co2-py-v1.ipynb │ ├── Lab 3 - Polynomial Regression │ │ ├── FuelConsumptionCo2.csv │ │ └── ML0101EN-Reg-Polynomial-Regression-Co2-py-v1.ipynb │ ├── Lab 4 - Non-linear Regression │ │ ├── FuelConsumptionCo2.csv │ │ ├── ML0101EN-Reg-NoneLinearRegression-py-v1.ipynb │ │ └── china_gdp.csv │ └── Quiz 1 (Regression).PNG ├── Week 3 (Classification) │ ├── Classification.PNG │ ├── Lab 1- KNN │ │ ├── KNN_Use_Case-Predict_Diabetes(For_Practise).ipynb │ │ ├── ML0101EN-Clas-K-Nearest-neighbors-CustCat-py-v1.ipynb │ │ ├── diabetes.csv │ │ └── teleCust1000t.csv │ ├── Lab 2 - Decision Trees │ │ ├── ML0101EN-Clas-Decision-Trees-drug-py-v1.ipynb │ │ └── drug200.csv │ ├── Lab 3 - Logistic Regression │ │ ├── ChurnData.csv │ │ └── ML0101EN-Clas-Logistic-Reg-churn-py-v1.ipynb │ ├── Lab 4 - SVM (Support Vector Machines) │ │ ├── ML0101EN-Clas-SVM-cancer-py-v1.ipynb │ │ └── cell_samples.csv │ ├── entropy-and-information-gain.png │ ├── knn.jpg │ └── linear_vs_logistic_regression.jpg ├── Week 4 (Clustering) │ ├── Clustering part 1.PNG │ ├── Clustering part 2.PNG │ ├── Lab 1 - k-Means │ │ └── ML0101EN-Clus-K-Means-Customer-Seg-py-v1.ipynb │ ├── Lab 2 - Agglomerative Clustering │ │ ├── ML0101EN-Clus-Hierarchical-Cars-py-v1.ipynb │ │ └── cars_clus.csv │ └── Lab 3 - DBSCAN Clustering │ │ ├── ML0101EN-Clus-DBSCN-weather-py-v1.ipynb │ │ └── weather-stations20140101-20141231.csv ├── Week 5 (Recommender Systems) │ ├── Lab 1 - Content-based Recommendation Systems │ │ ├── ML0101EN-RecSys-Content-Based-movies-py-v1.ipynb │ │ └── Readme.md │ ├── Lab 2 - Collaborative Filtering on Movies │ │ ├── ML0101EN-RecSys-Collaborative-Filtering-movies-py-v1.ipynb │ │ └── Readme.md │ ├── challenges-of-collaboration.png │ └── memory-based-vs-model-based.png └── Week 6 (Final Project) │ ├── Final_Project.ipynb │ ├── Watson Studio Sign-up and Share Lab.docx │ ├── loan_test.csv │ └── loan_train.csv ├── Open Source tools for Data Science ├── README.md ├── week 1 │ ├── PracticeQuiz.PNG │ ├── quiz 1.PNG │ └── quiz 2.PNG ├── week 2 │ ├── quiz 3.PNG │ └── quiz 4.PNG └── week 3 │ ├── Final.ipynb │ └── FinalAssignment.ipynb ├── Python for Data Science and AI ├── README.md ├── week 1 │ ├── PY0101EN-1-1-Types.ipynb │ ├── PY0101EN-1-2-Strings.ipynb │ ├── quiz 1.PNG │ ├── quiz 2.PNG │ ├── quiz 3.1.PNG │ └── quiz 3.2.PNG ├── week 2 │ ├── PY0101EN-2-1-Tuples.ipynb │ ├── PY0101EN-2-2-Lists.ipynb │ ├── PY0101EN-2-3-Dictionaries.ipynb │ ├── PY0101EN-2-4-Sets.ipynb │ ├── quiz 1.1.PNG │ ├── quiz 1.2.PNG │ ├── quiz 2.PNG │ └── quiz 3.PNG ├── week 3 │ ├── PY0101EN-3-1-Conditions.ipynb │ ├── PY0101EN-3-2-Loops.ipynb │ ├── PY0101EN-3-3-Functions.ipynb │ ├── PY0101EN-3-4-Classes.ipynb │ ├── quiz 1.PNG │ ├── quiz 2.PNG │ ├── quiz 3.1.PNG │ ├── quiz 3.2.PNG │ └── quiz 4.PNG ├── week 4 │ ├── PY0101EN-4-1-ReadFile.ipynb │ ├── PY0101EN-4-2-WriteFile.ipynb │ ├── PY0101EN-5-1-Numpy1D.ipynb │ ├── PY0101EN-5-2-Numpy2D.ipynb │ ├── PY0101EN-5.1_Intro_API.ipynb │ ├── PY0101EN-5.2_API_2.ipynb │ ├── quiz 1.PNG │ ├── quiz 2.PNG │ ├── quiz 3(set1).PNG │ ├── quiz 3(set2).PNG │ ├── quiz 3(set3).PNG │ ├── quiz 4(set1).PNG │ ├── quiz 4(set2).PNG │ ├── quiz 5(set1).PNG │ └── quiz 5(set2).PNG └── week 5 │ ├── Analyzing US Economic Data and Building a Dashboard │ ├── Analyzing US Economic Data and Building a Dashboard.ipynb │ ├── S1.png │ ├── S2.png │ ├── S3.png │ └── ScreenshotOfDashboard(Unemployemnt stats acc. to GDP).png │ └── README.md ├── README.md ├── Support service after completion of this course.PNG ├── What is Data Science ├── week 1 │ ├── Datascience_Orientation_Defining_Data_Science_Reading.pdf │ ├── Datascience_Orientation_What_Do_Data_Scientists_Do_Reading.pdf │ ├── quiz 1.PNG │ └── quiz 2.PNG ├── week 2 │ ├── _9d7842599be434b5759c48f5fdd33b6a_Datascience_Orientation_Data_Science_in_Business_Reading.pdf │ ├── _f2a892ee92a3f56178197830956dfcd8_Datascience_Orientation_Interview_with_Norman_White_Reading.pdf │ ├── quiz 1.PNG │ └── quiz 2.PNG └── week 3 │ ├── Final Assignment.docx │ ├── _ba35c09f6806b345bda8524bda06a440_Datascience_Orientation_Use_Cases_for_Data_Science_Reading_2.pdf │ ├── 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