Full stack web dev, machine learning and AI integrations
Ditulis pada: December 28, 2020
Full stack web dev, machine learning and AI integrations, HTML, CSS, JavaScript, Python, Django, Pandas, Sklearn, Keras, Git, Linux, AWS - Full stack web dev + data science + AI
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Created by John Harper
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What you'll learn
- HTML to create websites
- CSS and Bootstrap to style your websites
- JavaScript - one of the most in demand coding languages in the market for web development
- jQuery - a simplified way of applying Javascript
- Python, an extremely valuable, versatile and powerful coding language
- Django - the python framework for creating dynamic websites that can even integrate machine learning and AI
- Create dynamic websites using the Model-View-Controller software design pattern
- Data science - the ability to handle, clean, visualise and analyse big data. Some of the biggest salaries and investments go into Data Scientists (NumPy, Pandas, Sklearn, Matplotlib, Seaborn)
- Full training in entry mathematics and statistics with a heavy emphasis on machine learning
- How to develop machine learning from scratch - training algorithms using big data that can then be used in production for making predictions
- Deep learning / AI - learn to create your own AI solutions, such as image classifiers, AI capable of creating art, and much more
- Create a range of cutting edge neural network architectures
- Document your code at a UK industry standard
- Use AWS tools such as EC2 to host your websites
- Integrate web server tools such as Nginx and Gunicorn
- Master essential developer tools such as GIT, Jupyter notebook, Google Colab, GPUs, Putty, Browser Developer Tools
- Gain experience in digital security - the DOs and DONTs of developing and scaling online websites and services
- Harness the power of Linux
- Create Application Programming Interfaces (APIs) in Python
- Gain the ability to access machines (e.g. computers) remotely using SSH
- Professional training in developing problem solving skills
- Develop a broad portfolio of projects you can showcase to any employer
- Gain the ability to adapt to any coding language with the concepts of Python
- Where to find machine learning computing power for free
- Master intermediate Python concepts such as object oriented programming and functional programming
- Create, maintain and post a range of databases within your websites