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| # Relevant topics for the lectures are | ||
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| * Object Orientated Programming (i.e. Classes) | ||
| * Type Annotation | ||
| * Data Class | ||
| * Error Handling Try/Except | ||
| * Pandas | ||
| * Low-Pass, High-Pass, Band-Pass | ||
| * Wavelet (& Hilbert) | ||
| * PCA, ICA, SVD, ROC, SVM, K-NN, K-Means | ||
| * Symbolic Calculation with SymPy, Numerical mathematics (Differential equations, integration) | ||
| * OpenCV2 | ||
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| Everything should be covered on this website. | ||
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| ## Youtube | ||
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| However, if you like to watch stuff: | ||
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| **Object Orientated Programming** | ||
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| * Python Classes and Objects - OOP for Beginners [https://www.youtube.com/watch?v=f0TrMH9s-VE](https://www.youtube.com/watch?v=f0TrMH9s-VE) | ||
| * OOP Class Inheritance and Private Class Members [https://www.youtube.com/watch?v=6c6NYPjO_rI](https://www.youtube.com/watch?v=6c6NYPjO_rI) | ||
| * You Should Be Using This For Work/Research in Python | OOP Tutorial [https://www.youtube.com/watch?v=TcaUL1uqG_k](https://www.youtube.com/watch?v=TcaUL1uqG_k) | ||
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| **Type Annotation** | ||
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| * Type Hinting - Advanced Python Tutorial #6 [https://www.youtube.com/watch?v=6KidYEtspNc](https://www.youtube.com/watch?v=6KidYEtspNc) | ||
| * Python Type Hinting and Type-Checking Crash Course with mypy [https://www.youtube.com/watch?v=_n22NZwAyo0](https://www.youtube.com/watch?v=_n22NZwAyo0) | ||
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| **Data Class** | ||
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| * How To Use: "@dataclass" In Python [https://www.youtube.com/watch?v=mVea6Mu15l8](https://www.youtube.com/watch?v=mVea6Mu15l8) | ||
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| **Try/Except** | ||
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| * Python Beginner Tutorial #8 - Exception Handling [https://www.youtube.com/watch?v=uVJx6hU3V20](https://www.youtube.com/watch?v=uVJx6hU3V20) | ||
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| **Pandas** | ||
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| * [https://www.youtube.com/watch?v=zN2Hua6oII0](https://www.youtube.com/watch?v=zN2Hua6oII0) | ||
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| **Low/Band/High Pass Filter** | ||
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| * Fourier [https://www.youtube.com/watch?v=spUNpyF58BY](https://www.youtube.com/watch?v=spUNpyF58BY) | ||
| * Applied DSP No. 8: Filtering via Fast Fourier Transform [https://www.youtube.com/watch?v=u8t-h31baFE](https://www.youtube.com/watch?v=u8t-h31baFE) | ||
| * Applied DSP No. 6: Digital Low-Pass Filters [https://www.youtube.com/watch?v=I8_E1ppC3-Q](https://www.youtube.com/watch?v=I8_E1ppC3-Q) | ||
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| **Wavelets** | ||
| * Wavelets: a mathematical microscope [https://www.youtube.com/watch?v=jnxqHcObNK4](https://www.youtube.com/watch?v=jnxqHcObNK4) | ||
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| **SVD** | ||
| * Singular Value Decomposition (SVD): Overview [https://www.youtube.com/watch?v=gXbThCXjZFM](https://www.youtube.com/watch?v=gXbThCXjZFM) | ||
| * Singular Value Decomposition (SVD): Mathematical Overview [https://www.youtube.com/watch?v=nbBvuuNVfco](https://www.youtube.com/watch?v=nbBvuuNVfco) | ||
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| **PCA** | ||
| * Principal Component Analysis (PCA) [https://www.youtube.com/watch?v=fkf4IBRSeEc](https://www.youtube.com/watch?v=fkf4IBRSeEc) | ||
| * Principal Component Analysis (PCA) [https://www.youtube.com/watch?v=Oi4SJqJIL2E](https://www.youtube.com/watch?v=Oi4SJqJIL2E) | ||
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| **ICA** | ||
| * Independent Component Analysis (ICA) [https://www.youtube.com/watch?v=GgLaP4Des1Q](https://www.youtube.com/watch?v=GgLaP4Des1Q) | ||
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| **k-NN** | ||
| * Python Machine Learning Tutorial #3 - K-Nearest Neighbors Classification [https://www.youtube.com/watch?v=LwTIHEnnCAM](https://www.youtube.com/watch?v=LwTIHEnnCAM) | ||
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| **SVM** | ||
| * Python Machine Learning #4 - Support Vector Machines [https://www.youtube.com/watch?v=99Eyw7Quacc](https://www.youtube.com/watch?v=99Eyw7Quacc) | ||
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| **k-means clustering** | ||
| * Python Machine Learning Tutorial #6 - K-Means Clustering [https://www.youtube.com/watch?v=Hoy6iJW5ryM](https://www.youtube.com/watch?v=Hoy6iJW5ryM) | ||
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| **Symbolic calculation with SymPy** | ||
| * SymPy is REVOLUTIONARY For Mathematical Tasks [https://www.youtube.com/watch?v=yCuVBd4N4nY](https://www.youtube.com/watch?v=yCuVBd4N4nY) | ||
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| **numerical mathematics** | ||
| * Derivatives In PYTHON (Symbolic AND Numeric) [https://www.youtube.com/watch?v=DeeoiE22bZ8](https://www.youtube.com/watch?v=DeeoiE22bZ8) | ||
| * Integration in PYTHON (Symbolic AND Numeric) [https://www.youtube.com/watch?v=2I44Y9hfQ4Q](https://www.youtube.com/watch?v=2I44Y9hfQ4Q) | ||
| * How to Solve Differential Equations in PYTHON [https://www.youtube.com/watch?v=MM3cBamj1Ms](https://www.youtube.com/watch?v=MM3cBamj1Ms) | ||
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| **OpenCV2** | ||
| * OpenCV Python Tutorial #1 - Introduction & Images [https://www.youtube.com/watch?v=qCR2Weh64h4](https://www.youtube.com/watch?v=qCR2Weh64h4) | ||
| * OpenCV Python Tutorial #2 - Image Fundamentals and Manipulation [https://www.youtube.com/watch?v=wlYPhdTbRmk](https://www.youtube.com/watch?v=wlYPhdTbRmk) | ||
| * OpenCV Python Tutorial #3 - Cameras and VideoCapture [https://www.youtube.com/watch?v=rKcwcARdg9M](https://www.youtube.com/watch?v=rKcwcARdg9M) |