ADS Data Science Content Number Notebook Slides 01 Onboarding 02 Data science framework & Tools 03 Version Control Go to slides 04 Python Go to slides 05 SQL Go to slides 06 Numpy Go to slides 07 Pandas Go to slides 08 Sales Analysis Go to slides 09 Matplotlib Go to slides 10 Seaborn Go to slides 11 Retail Analytics Go to slides 12 Plotly Go to slides 13 Mapbox Go to slides 14 Streamlit Go to slides 15 Business Dashboard Go to slides 16 Dash Go to slides 17 Realtime Crypto Market Dashboard Go to slides 18 Machine learning 19 EDA 20 Data preprocessing & Feature Engineering 21 Feature Selection Go to slides 22 ML Model 23 Sklearn Workflow 24 Sklearn 25 Regression ML 26 Classification 27 Clustering 28 Customer Segment 29 Deep Learning ( ANN) Go to slides 30 Convolutional neural network 31 Recurrent neural network 32 Natural language processing Go to slides 33 NLP Applications 34 Big Data with Apache Spark Go to slides 35 Final Project & Deployment Go to slides
