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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) |