Build and Host AI Apps (Python) + 6 Real World Projects
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- 2021-08-28 04:47:29 GMT
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- tuts756
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(Problems with magnets links are fixed by upgrading your torrent client!)
Description AI landscape is evolving fast, though these are still early days for AI. The focus of AI has been more on building models and analyzing data, while users were asking for crisp outputs and self-use interactive applications. It’s not that the data science and AI community was not aware of these needs. The lack of web skills like javascript, html/css etc., became a roadblock. We can’t blame data scientists too since data science and web technologies are two separate streams of specializations. So, only a large team with a mix of data science and web technology specialists could build an AI app that users were looking for. In summary, end users wanted a simple web app to view the results of AI algorithms and data scientists wanted a platform to build AI web apps easily & faster. Streamlit addressed both these needs perfectly. I am going to demonstrate how to build a healthcare AI app (and few other examples) in less than 50 lines of code using streamlit platform. This covers AI/ML code as well as code for the app including the user interface. We will start with the functionalities of streamlit and then cover how to build and host web applications. For those who are new to AI, Machine Learning, Deep Learning, Natural Language Processing (NLP) and Exploratory Data Analysis (EDA) are included in the program. Python is also covered extensively to assist those who are looking for a refresher on python topics or new to python itself. In all, this program can be pursued by both experienced professionals as well as those who are new to the world of AI. Let’s build stunning web based AI apps! Who this course is for: Experienced data scientists College students Data scientists who are starting their career Web application developers IT professionals who want to switch their career to AI. Requirements None. Concepts and Python are covered extensively to assist those who are new to Python & AI. Last Updated 8/2021
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/12 Key Concepts/002 Logistic Regression and Introduction to Deep Learning.mp4 | 219.19 MiB |
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[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/01 Introduction/001 Introduction.en.srt | 1.93 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/08 Time Series Forecasting App/018 Prophet model ts data.csv | 66.49 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/02 Need for an AI App & Streamlit/001 Need for AI Apps.en.srt | 1.37 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/12 Key Concepts/002 Logistic Regression and Introduction to Deep Learning.en.srt | 49.5 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/02 Need for an AI App & Streamlit/002 Need for Streamlit.en.srt | 1.48 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/12 Key Concepts/001 Machine Learning Concepts.en.srt | 37.52 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/03 Infrastructure/001 Required Installs.en.srt | 1.64 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/12 Key Concepts/003 Natural Language Processing (NLP).en.srt | 22.53 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/05 EDA (Exploratory Data Analysis) App/002 EDA (Exploratory Data Analysis) App.en.srt | 17.51 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/08 Time Series Forecasting App/001 Time Series Forecasting App.en.srt | 12.75 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/06 Breast cancer Prediction App/001 Breast cancer Prediction App.en.srt | 12.66 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/11 Deploying the app/001 Deploying the app in Heroku.en.srt | 11.16 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/10 Market Basket Analysis (Retail Analytics)/001 Market Basket Analysis.en.srt | 10.73 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/13 Python Programming/012 Getting Started with NumPy.en.srt | 9.48 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/04 Understanding Streamlit's Functionalities/004 Creating and displaying graphs.en.srt | 2.24 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/13 Python Programming/021 Data Visualization using Matplotlib.en.srt | 9.21 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/04 Understanding Streamlit's Functionalities/005 Adding a logo or image to your app.en.srt | 2.77 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/13 Python Programming/002 Variables.en.srt | 8.12 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/04 Understanding Streamlit's Functionalities/006 Uploading a file.en.srt | 2.97 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/07 Word Cloud App/001 Word Cloud App.en.srt | 8.04 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/13 Python Programming/017 Getting Started with Pandas.en.srt | 8 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/13 Python Programming/005 Loops.en.srt | 7.99 KiB |
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[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/09 Customer Lifetime Value/external-assets-links.txt | 74 B |
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[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/12 Key Concepts/001 Machine Learning Concepts.mp4 | 149.01 MiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/05 EDA (Exploratory Data Analysis) App/001 Introduction to EDA and Missing Values Treatment.en.srt | 7.87 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/13 Python Programming/020 Pandas_ Sorting, Slicing, Flipping, Grouping Data.en.srt | 7.85 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/13 Python Programming/004 Conditions.en.srt | 6.99 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/04 Understanding Streamlit's Functionalities/001 Creating a very simple web app and Getting started with streamlit.en.srt | 6.73 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/09 Customer Lifetime Value/002 CLV (Customer Lifetime Value) Code and Demo.en.srt | 6.33 KiB |
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[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/06 Breast cancer Prediction App/external-assets-links.txt | 95 B |
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[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/11 Deploying the app/002 Deploying Streamlit app using Streamlit platform.en.srt | 5.06 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/13 Python Programming/001 Getting Started with Python.en.srt | 5.05 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/08 Time Series Forecasting App/018 time series.txt | 827 B |
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[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/04 Understanding Streamlit's Functionalities/007 Submit button, Selection box and Sliders.en.srt | 4.77 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/09 Customer Lifetime Value/001 Customer Lifetime Value (CLV)_ Understand the concepts.en.srt | 4.68 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/13 Python Programming/013 Numpy_ Shape in Arrays.en.srt | 4.34 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/09 Customer Lifetime Value/020 clv.py | 2.64 KiB |
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[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/04 Understanding Streamlit's Functionalities/002 Header and Sub Header.en.srt | 3.84 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/10 Market Basket Analysis (Retail Analytics)/021 MBA.txt | 2.41 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/10 Market Basket Analysis (Retail Analytics)/external-assets-links.txt | 7 B |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/04 Understanding Streamlit's Functionalities/008 Drop down - Single and Multiple Selection Options.en.srt | 3.56 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/04 Understanding Streamlit's Functionalities/003 Reading and displaying contents of a file.en.srt | 3.42 KiB |
[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/05 EDA (Exploratory Data Analysis) App/015 EDA app.py | 3.3 KiB |
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[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/13 Python Programming/011 Dictionary.en.srt | 3.06 KiB |
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[TutsNode.com] - Build & Host AI Apps (Python) + 6 Real World Projects/06 Breast cancer Prediction App/001 Breast cancer Prediction App.mp4 | 56.4 MiB |
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