100 notebooks to learn python

A collection of notebooks to learn Python. It's still work in progress. ETA: summer 2023.

I am a lecturer at the Amsterdam HvA. This i material for those who want to learn python.

It consists of several chapters:

Basics of python
Advanced programming
Data science basics
Machine learning & Deep Learning (Computer Vision, NLP etc)
Big Data & Data engineering (data protocols, integration etc)
Python for Audio
Python for cyber (in development)
Creative Coding & miscellanious

Name		Name	Last commit message	Last commit date
Latest commit History 28 Commits
.idea		.idea
datasets		datasets
runs/detect/train		runs/detect/train
.DS_Store		.DS_Store
.gitignore		.gitignore
1.01 Python data types.ipynb		1.01 Python data types.ipynb
1.02 Programming structures.ipynb		1.02 Programming structures.ipynb
1.03 Functions.ipynb		1.03 Functions.ipynb
1.05 Getting data from the web.ipynb		1.05 Getting data from the web.ipynb
1.06 Python and SQL databases.ipynb		1.06 Python and SQL databases.ipynb
1.08 Converting basic data types.ipynb		1.08 Converting basic data types.ipynb
1.10 Turtle.ipynb		1.10 Turtle.ipynb
2.01 Comprehensions.ipynb		2.01 Comprehensions.ipynb
2.02 Functions advanced.ipynb		2.02 Functions advanced.ipynb
2.04 Working with the OS.ipynb		2.04 Working with the OS.ipynb
2.05 Webscraping, BeautifulSoup & converting webpages to pdf (some work to do).ipynb		2.05 Webscraping, BeautifulSoup & converting webpages to pdf (some work to do).ipynb
2.06 Graphs with Matplotlib.ipynb		2.06 Graphs with Matplotlib.ipynb
2.12 Working with audio and video.ipynb		2.12 Working with audio and video.ipynb
2.13 Converting pdf's to text.ipynb		2.13 Converting pdf's to text.ipynb
3.05 Mathematics with Python.ipynb		3.05 Mathematics with Python.ipynb
3.06 Statistics.ipynb		3.06 Statistics.ipynb
4.00 a very short introduction to Deep Learning (work in progress).ipynb		4.00 a very short introduction to Deep Learning (work in progress).ipynb
4.04 Computer Vision basics on Video with OpenCV.ipynb		4.04 Computer Vision basics on Video with OpenCV.ipynb
4.07 Image Classification - MNIST with Keras (to update).ipynb		4.07 Image Classification - MNIST with Keras (to update).ipynb
4.08 Image Classification with_ResNet50.ipynb		4.08 Image Classification with_ResNet50.ipynb
4.09 Face detection with Haar, MTCNN and Keras-Facenet (HvA).ipynb		4.09 Face detection with Haar, MTCNN and Keras-Facenet (HvA).ipynb
4.10 Object Detection with YOLO.ipynb		4.10 Object Detection with YOLO.ipynb
4.11 Object_detection with TF2.ipynb		4.11 Object_detection with TF2.ipynb
4.12 NLP Intro to Natural Language Procession.ipynb		4.12 NLP Intro to Natural Language Procession.ipynb
4.15 Visualising neural nets and a look under the hood.ipynb		4.15 Visualising neural nets and a look under the hood.ipynb
4.16 Deep Learning for timeseries data.ipynb		4.16 Deep Learning for timeseries data.ipynb
4.18 Transformers with Huggingface.ipynb		4.18 Transformers with Huggingface.ipynb
4.22 Getting started with Autoencoders (Dutch).ipynb		4.22 Getting started with Autoencoders (Dutch).ipynb
4.22 Getting started with reinforced learning.ipynb		4.22 Getting started with reinforced learning.ipynb
4.23 Embeddings and vector db from scratch.ipynb		4.23 Embeddings and vector db from scratch.ipynb
5.13 Python and bluetooth.ipynb		5.13 Python and bluetooth.ipynb
6.01 Audio with Python- the basics.ipynb		6.01 Audio with Python- the basics.ipynb
6.03 Visualising audio with librosa.ipynb		6.03 Visualising audio with librosa.ipynb
6.11 Speech to text with Youtube and Twitter video's.ipynb		6.11 Speech to text with Youtube and Twitter video's.ipynb
6.15 Filter & denoise.ipynb		6.15 Filter & denoise.ipynb
7.00 Introduction to Network engineering and cyber (work in progress).ipynb		7.00 Introduction to Network engineering and cyber (work in progress).ipynb
7.02 Packet manipulation with Scapy.ipynb		7.02 Packet manipulation with Scapy.ipynb
7.03 Home network scanner.ipynb		7.03 Home network scanner.ipynb
8.00 Other stuff.ipynb		8.00 Other stuff.ipynb
8.05 Barchart race original.ipynb		8.05 Barchart race original.ipynb
8.08 Image_data_augmentation.ipynb		8.08 Image_data_augmentation.ipynb
Didactisch Coachen.pdf		Didactisch Coachen.pdf
Didactisch Coachen_10p.txt		Didactisch Coachen_10p.txt
LICENSE		LICENSE
MQTT_probeersels.ipynb		MQTT_probeersels.ipynb
NEXTA - 'Rescuers are trying to get survivors from under the rubble of the collapsed roof of the shopping center,' Anton Gerashchenko reports from the scene.-1541480740180860928.mp4		NEXTA - 'Rescuers are trying to get survivors from under the rubble of the collapsed roof of the shopping center,' Anton Gerashchenko reports from the scene.-1541480740180860928.mp4
Python Audio Processing Basics - How to work with audio files in Python-n2FKsPt83_A.mp4.part		Python Audio Processing Basics - How to work with audio files in Python-n2FKsPt83_A.mp4.part
README.md		README.md
TTF.txt		TTF.txt
Untitled.ipynb		Untitled.ipynb
Zebra_Zuid-Afrika (1).jpg		Zebra_Zuid-Afrika (1).jpg
Zebra_Zuid-Afrika (2).jpg		Zebra_Zuid-Afrika (2).jpg
ave_hi_nyc_jan_1895-2018 (1).csv		ave_hi_nyc_jan_1895-2018 (1).csv
ave_hi_nyc_jan_1895-2018.csv		ave_hi_nyc_jan_1895-2018.csv
background-checks.pdf		background-checks.pdf
bus.jpg		bus.jpg
california-housing-prices.zip		california-housing-prices.zip
dummy_credentials.py		dummy_credentials.py
hartogs.pdf		hartogs.pdf
housing.csv		housing.csv
michiel.db		michiel.db
mqtt_test_publish.py		mqtt_test_publish.py
mqtt_test_subscribe.py		mqtt_test_subscribe.py
onderuit_1min.wav		onderuit_1min.wav
out.pdf		out.pdf
out.txt		out.txt
output.avi		output.avi
output.png		output.png
pulp-fiction-1994.pdf		pulp-fiction-1994.pdf
pulp-fiction-1994.txt		pulp-fiction-1994.txt
razorback (1).mp3		razorback (1).mp3
road2.png		road2.png
sample.mp4		sample.mp4
sarcasm (1).json		sarcasm (1).json
sgd.gif		sgd.gif
subscribe_sensemakers_iot.py		subscribe_sensemakers_iot.py

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