Introduction to NLP

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Course Description

Develop your NLP skills! Natural Language processing is an extremely complex field of the Artificial Intelligence. In this microcourse we set the basics of this fascinating discipline by giving you the main concepts about this topic to develop skills to make machines can understand what we say and more.

Università Europea di Roma, Universidad Francisco de Vitoria and Anahuac Online in collaboration with Google are proposing one of the best introductory courses to the wonderful world of Natural Language Processing.

NLP Foundations (DISMISSED)

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Course Description

Let’s understand NLP and get all fundamental skills from SCRATCH!

In this course you are invited to learn all the fundamental skills required in any kind of activity related to the Natural Language Processing and you will learn them from a theoretical and practical point of view, in fact you will seat together with me coding and implementing any topic step-by-step, instruction after instruction. Moreover we are going to create from zero three extremely interesting projects:

• Text Classification
• Sentiment Analysis
• Summarization

Any of these projects will be a real and working use case so you will be able to re-use them in your own apps. In few words, this course is a real journey inside Natural Language Processing starting from the very beginning and finishing with the idea that all modern systems are leveraging: word embeddings. We are exploring NLU, NLG, NLP History, applications and use cases, studing Tokenization, Stopwords, Stemming, Lemmatization, PoS, NER, BoW, TF-IDF and Embeddings.

Beside all this large content we are keeping an eye even on the AI Ethics because from very strong power always derives a strong responsibility too.

At the end of the videos and hands-on parts you will be ready to continue by yourself facing any kind of challenge in the fashinating NLP world!

Web Applications from Scratch with Streamlit (DISMISSED)

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Course Description

Let’s build and publish Web Applications together from SCRATCH!

Sometimes the best way to learn is not study tons of pages but start doing things together with experts. In this course you are invited to seat together with me coding and making Web Apps step-by-step, instruction after instruction.

Building and Deploying simple and more advanced Web Applications from Scratch using Streamlit is the best way to acquire all the SKILLS needed to create any kind of web application as complex and as big as you want.

In this lessons we see how to build up a simple NLP Web App and a simple tool for Covid-19 Detection leveraging the incredible framework named Streamlit and using packages such as Gensim (for Summary), Text Blob (for Language Detection, Translation and Sentiment Analisys), Spacy (for Tokens and Lemmas), Neat Text (for Text Cleaning), WordCloud (for WordCloud Plotting), Tensorflow (for Predictions/Classification), Pillow (for Images), Open-CV (for Images Enhancement), etc.

Once our Web Apps are completed and Tested we publish them online using Streamlit’s Share Service (for this task is required a Github account).

As First BONUS Lesson a CRASH COURSE about Streamlit basic features.

As Second BONUS Lesson a COURSE about Python Coding Environment Setup.

Prototyping with GRADIO (DISMISSED)

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Course Description

Let’s build-up and deploy DEMOs of your Machine Learning Models together from SCRATCH!

Sometimes the best way to learn is not study tons of pages but start doing things together with experts. In this course you are invited to seat together with me coding and making DEMOs step-by-step, instruction after instruction.

Building-up and Deploying simple and more advanced DEMOS of your Machine Leaning Models from Scratch using GRADIO is the best way to acquire all the SKILLS needed to create any kind of web Interface as complex and as big as you want. With this approach you will move from zero to hero in a real blink of an eye!

In these videos we see how to build up a simple Interface and a simple related DEMO leveraging the incredible framework named GRADIO.

In the Advanced Part we learn how to give Login and Authentication features to our DEMOs and how to manage the API to use our Machine Leaning Models with a simple POST call.

Once our Interfaces and DEMOs are completed and tested we publish them online using Huggingface Spaces.

No installations required at all on your machine, we are doing everything online with Google Colab and Huggingface Spaces (for sure if you want you can use you local Jupyter Notebook installation).

PyGame from Scratch (DISMISSED)

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Course Description

Let’s build Videogames together from SCRATCH!

Sometimes the best way to learn is not study tons of pages but start doing things together with experts. In this course you are invited to seat together with me coding and making new videogames step-by-step, instruction after instruction.

Create and Run simple and more advanced Videogames from Scratch using PyGame is the best way to acquire all the SKILLS needed to create any kind of game as complex and as big as you want. With this approach you will move from zero to hero in a real blink of an eye!

In this lessons we see how to build up simple games such as Tic Tac Toe and Pong and much more complex such as Space Invaders and Flappy Bird. In this way we learn gradually how to manage all the required skills to make a good and complete game works well.

Screens, boards, images, sound, explosions, collisions, mouse and keyboard events, movements, screen feedbacks, buttons, sprites and many more concepts and elements are deeply explored, explained and build.

Each game is started from zero, from the importing part of the program, and every single code instruction is written and commented together.

Another very important aspect we are learning together, for example in Pong, is how to “give” some AI to our games in order to make them working by themselves in a CPU Vs CPU simulation mode.

Last but not the least, we are making executables files from our python files, in this way it will be super simple and easy carry our games with us for example in a USB memory stick.

Creating your own game hasn’t ever been so enjoyable, start immediately!