| Topic ID | Topic Name | Tutorial |
|---|---|---|
| M01T01 | Setting Up Python | link |
| M01T02 | The Python Interpreter | link |
| M01T03 | The Spyder IDE | link |
| M01T04 | Jupyter Notebooks | link |
| M01T05 | Python in VSCode | link |
- Installing and configuring Python.
- Running Python scripts and IPython notebooks.
- Using Visual Studio Code to run and debug.
| Topic ID | Topic Name | Tutorial | Notebook |
|---|---|---|---|
| M02T01 | Constants and Variables | ||
| M02T02 | Tuples and Lists | ||
| M02T03 | Dictionaries and Sets | ||
| M02T04 | Strings and Formatting | ||
| M02T05 | Conditional Statements | ||
| M02T06 | For and While Loops | ||
| M02T07 | List Comprehension | ||
| M02T08 | Functions and Lambda Expressions |
| Topic ID | Topic Name | Tutorial | Notebook |
|---|---|---|---|
| M03T01 | Matplotlib | ||
| M03T02 | Plotly | ||
| M03T03 | Seaborn |
| Topic ID | Topic Name | Tutorial | Notebook |
|---|---|---|---|
| M04T01 | Numpy | ||
| M04T02 | SciPy | ||
| M04T03 | Pandas | ||
| M04T04 | SymPy |
| Topic ID | Topic Name | Tutorial | Notebook |
|---|---|---|---|
| M05T01 | Importing Modules | ||
| M05T02 | Logging Events | ||
| M05T03 | Objects and Classes | ||
| M05T04 | Handling Scenarios | ||
| M05T05 | Parallelism | ||
| M05T06 | Speeding Up | link |
| Topic ID | Topic Name | Tutorial | Notebook |
|---|---|---|---|
| M06T01 | Bayesian Probability | ||
| M06T02 | Regression Analysis | ||
| M06T03 | Classification | ||
| M06T04 | Clustering | ||
| M06T05 | Dimensionality Reduction | ||
| M06T06 | Support Vector Machines |
| Topic ID | Topic Name | Tutorial | Notebook |
|---|---|---|---|
| M07T01 | Neural Networks | ||
| M07T02 | TensorFlow and Keras | ||
| M07T03 | Principal Component Analysis | ||
| M07T04 | Feedforward Neural Networks | ||
| M07T05 | Recurrent Neural Networks | ||
| M07T06 | Boltzmann Machines and Autoencoders | ||
| M07T07 | Reinforcement Learning |
| Topic ID | Topic Name | Tutorial | Notebook |
|---|---|---|---|
| M08T01 | CBits to QBits | link | |
| M08T02 | Circuits and Gates | ||
| M08T03 | Measurements | ||
| M08T04 | Algorithms | ||
| M08T05 | The Qiskit SDK | link | link |
| M08T06 | Grover's Algorithm | link |
- Building quantum circuits and implementing quantum algorithms.
- Executing quantum circuits on IBM's prototype quantum computers.
| Topic ID | Topic Name | Tutorial | Notebook |
|---|---|---|---|
| M09T01 | Quantum Machine Learning | ||
| M09T02 | Quantum Generative Adversarial Networks |