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| Topic | Text Material | Image content | Video content | Quiz |
|---|---|---|---|---|
| Introduction to Data Science |  |
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3 video
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| Installation of Jupyter-notebook | |
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1 video
|
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| Introduction to Pandas | |
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1 video
|
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| Series - pandas | |
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1 video
|
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| Loading Datasets - pandas | |
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1 video
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| Understanding Data - pandas | |
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1 video
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| Accessing Data - pandas | |
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1 video
|
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| DataFrame Operations - pandas | |
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1 video
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| DataFrame Creation - pandas | |
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1 video
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| Topic | Text Material | Image content | Video content | Quiz |
|---|---|---|---|---|
| Working with Columns part 1 - pandas | |
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1 video
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| Working with Columns part 2 - pandas | |
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1 video
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| Concatenation - pandas | |
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1 video
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| Missing Data / Null Value - pandas | |
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1 video
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| Sort & Groupby - pandas | |
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1 video
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| Row and columns swap - pandas | |
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1 video
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| Date & Time – pandas | |
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1 video
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| Export Data - pandas | |
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1 video
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| One Hot Encoding & Other Functions - pandas | |
|
1 video
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| Topic | Text Material | Image content | Video content | Quiz |
|---|---|---|---|---|
| Introduction to Numpy | |
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1 video
|
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| Creating Arrays - numpy | |
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1 video
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| Basic Array Operations - Numpy | |
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1 video
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| Matrix functions 2-D Array - Numpy | |
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1 video
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| 3-D Array - Numpy | |
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1 video
|
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| Introduction to Matplotlib | |
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1 video
|
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| Plot - Matplotlib | |
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1 video
|
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| Topic | Text Material | Image content | Video content | Quiz |
|---|---|---|---|---|
| Vertical Bar - Matplotlib | |
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1 video
|
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| Horizontal Bar - Matplotlib | |
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1 video
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| HistPlot - Matplotlib | |
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1 video
|
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| Scatterplot - Matplotlib | |
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1 video
|
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| Pie Chart - Matplotlib | |
|
1 video
|
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| Subplots - Matplotlib | |
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1 video
|
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| Advance Plots - Matplotlib | |
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- | |
| Introduction to Seaborn | |
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- | |
| Themes and Color - Seaborn | |
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- | |
| Datasets - Seaborn | |
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- | |
| Lineplot - Seaborn | |
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- | |
| Scatterplot - Seaborn | |
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- | |
| Relplot - Seaborn | |
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- | |
| Jointplot - Seaborn | |
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- | |
| Barplot - Seaborn | |
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- | |
| KDE plot - Seaborn | |
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- | |
| Swarmplot & StripPlot- Seaborn | |
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- | |
| Box & Boxen plot - Seaborn | |
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- | |
| Pairplot - Seaborn | |
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- | |
| Histplot - Seaborn | |
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- | |
| Heatmap - Seaborn | |
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- | |
| Introduction to Scikit Learn | |
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- | |
| Datasets - sklearn | |
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- | |
| Handling Categorical Data - sklearn | |
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- | |
| Handling Outliers - sklearn | |
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- | |
| Topic | Text Material | Image content | Video content | Quiz |
|---|---|---|---|---|
| Handling Numerical Data - sklearn | |
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- | |
| Train Test Split - sklearn | |
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- | |
| Linear Regression - sklearn | |
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- | |
| Logistic Regression - sklearn | |
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- | |
| Naive Bayes - sklearn | |
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- | |
| KNN - sklearn | |
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- | |
| Decision Tree - sklearn | |
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- | |
| Random Forest - sklearn | |
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- | |
| Ada Boost - sklearn | |
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- | |
| Gradient Boosting - sklearn | |
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- | |
| XGBoost - xgboost | |
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| Topic | Text Material | Image content | Video content | Quiz |
|---|---|---|---|---|
| KMeans Clustering - sklearn | |
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1 video
|
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| PCA - sklearn | |
|
1 video
|
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| Accuracy Metrics | |
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1 video
|
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| Finding best hyperparameter | |
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1 video
|
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| Pipeline - sklearn | |
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1 video
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| Topic | Text Material | Image content | Video content | Quiz |
|---|---|---|---|---|
| Introduction to NLP | |
|
1 video
|
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| Text Preprocessing - NLP | |
|
1 video
|
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Data Science
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24 x 7 Expert SupportWe have a lifetime 24x7 online support team to resolve all your technical queries, through a ticket based tracking system.
CertificationSuccessfully complete your final course project and Kaashiv will certify you as a Data Science New Expert.
ForumWe have a community forum for all our learners that further facilitates learning through peer interaction and knowledge
