1672760356
An End to End Tutorial Of A Machine Learning Pipeline
An end to end tutorial of a machine learning pipeline
This tutorial tries to do what most Most Machine Learning tutorials available online do not. It is not a 30 minute tutorial which teaches you how to "Train your own neural network" or "Learn deep learning in under 30 minutes". It's a full pipeline which you would need to do if you actually work with machine learning - introducing you to all the parts, and all the implementation decisions and details that need to be made. The dataset is not one of the standard sets like MNIST or CIFAR, you will make you very own dataset. Then you will go through a couple conventional machine learning algorithms, before finally getting to deep learning!
In the fall of 2016, I was a Teaching Fellow (Harvard's version of TA) for the graduate class on "Advanced Topics in Data Science (CS209/109)" at Harvard University. I was in-charge of designing the class project given to the students, and this tutorial has been built on top of the project I designed for the class.
The Code
If you would like to access to Code, please go through the ipython notebook Deep_Learning_Project.ipynb
SETUP
Python
- We will be using Python 2.7. Primary reason is that Tensorflow is not compatible with python > 3.5, and some other libraries are not compatible with python 3.
To make setup easy, we are going to use conda.
- Please install conda 3 from https://www.continuum.io/downloads
- The repository has a conda config file which will make setting up super easy. It's the file
deeplearningproject_environment.yml - Then create a new conda environment using the command with
conda env create -f deeplearningproject_environment.yml - Now, you can activate the environment with:
source activate deeplearningproject jupyter notebookIf all the isntallations go through, you are good to go! If not, here is a list of packages that need to be installed:requests imDbPy wget tmdbsimple seaborn sklearn Pillow keras tensorflow h5py gensim nltk stop_words
Please install imdbpy using 'pip install imdbpy==6.6' since earlier versions are broken
Setting up conda environment in jupyter notebook
To be able to run the environment you just created on a juputer notebook, first check that you have the python package ipykernel installed. If you don't simply install it using
pip install ipykernel
Now, add this to your jupyter notebook using the command:
python -m ipykernel install --user --name deeplearningproject --display-name "deeplearningproject"
Needless to say, remove all single quotes before running commands.
Go to the directory and run jupyter notbeook by "jupyter notebook" and open the respective notebook on browser. TO install TMDB: pip install tmdbsimple Use "import tmdbsimple as tmdb"
Setting up a docker container with docker-compose
Prerequisites
- Docker https://docs.docker.com/install/
- docker compose https://docs.docker.com/compose/install/
Run docker-compose
To work with an isolate environment and be able to run it on many systems without troubles, you can run this docker-compose command:
docker-compose up
It will build deeplearningproject image according to Dockerfile. And then run dokcer container via docker-compose. See Docker and docker-compose docs for more informations :
Then access notebooks through your web browser at http://localhost:8888
You should notice that notebooks have been copied from root to notebooks folder to mount them into container via bind volume. Any changes you make, will be saved on host (notebooks dir).
Add packages
You can add conda or pip packages to image (and thus, container) by updating deeplearningproject_environment.yml file and then run
docker-compose build
It will build a new deeplearningproject image with new conda/pip packages installed. Stop your running container (CTRL-C) and then docker-compose up to rerun a fresh new container.
Known common bugs
I will keep updating this as issues pop up on this repository.
- One known bug is because Keras 2.0 is not compatible with some Keras 1.2 functionalities. You may run into errors with importing
VGG16. If so, just update keras using the following command:
sudo pip install git+git://github.com/fchollet/keras.git --upgrade-OS Error: Too Many Open Files Refer to: https://stackoverflow.com/questions/16526783/python-subprocess-too-many-open-files or, shut down notebook and execute following the the same terminal ``bash ulimit -Sn 10000
And restart the jupyter notebook.
Hope this repo helps introduce you to a full machine learning pipeline! If you spot an error, please create an issue to help out others using this resource!
To prevent problems with installation and setting up, this repository comes with a conda environment profile. The only thing you will need is to install the newest version of conda, and use this profile to create a new environment and it will come set up with all the libraries you will need for the tutorial.
UPDATE 24th October 2018
The tutorial has now been re-written in PyTorch thanks to Anshul Basia (https://github.com/AnshulBasia)
You can access the HTML here: https://spandan-madan.github.io/DeepLearningProject/PyTorch_version/Deep_Learning_Project-Pytorch.html and the IPython Notebook with the code in PyTorch here:https://github.com/Spandan-Madan/DeepLearningProject/blob/master/PyTorch_version/Deep_Learning_Project-Pytorch.ipynb
Citing if you use the work here
If you would like to use this work, please cite the work using the doi - 
Reading/Viewing the Tutorial
To view the project as an HTML file, visit - https://spandan-madan.github.io/DeepLearningProject/
Download Details:
Author: Spandan-Madan
Source Code: https://github.com/Spandan-Madan/DeepLearningProject
License: MIT license
1663246784
Node JS Package Manager | Basics & Built-Ins | Node.js Tutorial for Beginners #2
Node JS Package Manager | Basics & Built-Ins | Node.js Tutorial for Beginners #2
In this video we will deep dive into node.js package manager and some useful javascript basics and built-ins.
⭐️ Support my channel⭐️ https://www.buymeacoffee.com/dipeshmalvia
⭐️ GitHub link for Reference ⭐️ https://github.com/dmalvia/NodeJs_Course
⭐️ Node.js for beginners Playlist ⭐️ https://youtube.com/playlist?list=PLTP3E5bPW796_icZanMqhdg7i0Cl7Y51F
⭐️ JavaScript ⭐️
- JavaScript Crash Course - https://youtu.be/sptS-bgg8Ro
- Async Await in JavaScript Tutorial - https://youtu.be/sLyKb_MPCbk
- Async JavaScript Promises Tutorial - https://youtu.be/JvV4Rz2PpzA
- Async JavaScript Callback Functions - https://youtu.be/1zeuvEvw5uw
- Async Vs Sync Programming - https://youtu.be/oesicy3CcXE
🔗 Social Medias 🔗
- Twitter: https://twitter.com/IMDmalvia
- Facebook: https://www.facebook.com/programmingwithdipesh
- Instagram: https://www.instagram.com/dipeshmalvia
- LinkedIn: https://www.linkedin.com/in/dmalvia/
⭐️ Tags ⭐️ - Node.js Package Manager Tutorial - Introduction to Node.js - NPM Tutorial - Node.Js Crash Course
⭐️ Hashtags ⭐️ #nodejs #Beginners #tutorials
Disclaimer: It doesn't feel good to have a disclaimer in every video but this is how the world is right now. All videos are for educational purpose and use them wisely. Any video may have a slight mistake, please take decisions based on your research. This video is not forcing anything on you.
https://youtu.be/v_rB6ZKXcv4
1662974380
Django Ajax CRUD Example Tutorial - Tuts-Station.com
Django Ajax CRUD with Datatables Example Tutorial
Hi Dev,
This article will give you example of django ajax crud example tutorial. it's simple example of django ajax crud example. this example will help you django ajax crud example tutorial. you can see django jquery ajax crud example. So, let's follow few step to create example of ajax django crud with popup modal.
Read more...
https://tuts-station.com/django-ajax-crud-example-tutorial.html
1662456146
How to use Datatables in Django? - Tuts-Station.com
How to use Datatables in Django?
Hi Dev,
Here, I will show you how to works how to create datatable in django. we will help you to give example of how to use datatables with django. this example will help you django datatables ajax example. I’m going to show you about django datatables server side example. Let's get started with django datatables example.
Read more…
https://tuts-station.com/how-to-use-datatables-in-django.html
1662188721
Django ChartJS Bar Chart Example Tutorial - Tuts-Station.com
Django ChartJS Bar Chart Example Tutorial
Hi Dev,
Are you looking for example of django chartjs bar chart example. I explained simply step by step how to use chartjs bar chart in django. We will look at example of chartjs bar chart in django. you can understand a concept of django chartjs bar chart tutorial. you will do the following things for chartjs bar chart in django example.
Read more...
https://tuts-station.com/django-chartjs-bar-chart-example-tutorial.html
1661851442
How to Get Checkbox Values in Django? - Tuts-Station.com
How to Get Checkbox Values in Django?
Hi Dev,
This simple article demonstrates of how to get checkbox values in django. if you have question about how to get multiple checkbox value in django then I will give simple example with solution. I would like to show you django html checkbox value. let’s discuss about how to get multiple checkbox'' value in django.
Read more..
Step 1 : Create a Project
Step 2 : Create a App
Step 3 : Update setting.py
Step 4 : Creating the Views
Step 5 : Creating the Templates
Step 6 : Creating URLs
Run the Server
Link: https://tuts-station.com/how-to-get-checkbox-values-in-django.html
1661593007
Python Django Select2 Autocomplete Search using Ajax Example - Tuts-Station.com
Python Django Select2 Autocomplete Search using Ajax Example
Hi Dev,
In this tutorial, I will show you django select2 autocomplete using Ajax example. if you want to see example of python django select2 autocomplete using ajax then you are a right place. you will learn django select2 autocomplete example. it's simple example of django select2 autocomplete example in python. Let's get started with django select2 autocomplete example jquery ajax.
Read more…
https://tuts-station.com/python-django-select2-autocomplete-search-using-ajax-example.html
1661495115
How to Multiple image Upload in Python Django ? - Tuts-Station.com
How to Multiple image Upload in Python Django ?
Hi Dev,
In this tutorial, I will show you how to multiple image upload in python django. This post will give you simple example of how to multiple image upload in python django app. We will look at example of how to multiple image upload in python django bootstrap. if you want to see example of how to multiple image upload in python django example then you are a right place.
Read more..
https://tuts-station.com/how-to-multiple-image-upload-in-python-django.html
1661495021
How to Multiple image Upload in Python Django ? - Tuts-Station.com
How to Multiple image Upload in Python Django ?
Hi Dev,
In this tutorial, I will show you how to multiple image upload in python django. This post will give you simple example of how to multiple image upload in python django app. We will look at example of how to multiple image upload in python django bootstrap. if you want to see example of how to multiple image upload in python django example then you are a right place.
Read more..
https://tuts-station.com/how-to-multiple-image-upload-in-python-django.html
1661409419
Django CRUD Operation Using Class-Based Views Example - Tuts-Station.com
Django CRUD Operation Using Class-Based Views Example
Hey Friends,
In this tute, we will discuss django python crud operation using class-based views. let’s discuss about django python crud operation using class-based views app. I’m going to show you about django crud operation using class-based views example. you can see crud operations using class based views in django. You just need to some step to done class based views django python example.
Read more…
https://tuts-station.com/django-crud-operation-using-class-based-views-example.html
1661323725
How to Set and Get Cookie Variables in Django? - Tuts-Station.com
How to Set and Get Cookie Variables in Django?
Hi Guys,
Today, I will let you know example of how to set and get cookie variables in django. This tutorial will give you simple example of How can I set and get cookie variable in django. you can understand a concept of how to get cookie value in django. I’m going to show you about set cookie variable in django. follow bellow step for django cookie variables.
Read more…
https://tuts-station.com/how-to-set-and-get-cookie-variables-in-django.html
1661246966
How to Set and Get Session Variables in Django? - Tuts-Station.com
How to Set and Get Session Variables in Django?
Hi Guys,
Now, let's see tutorial of how to set and get session variables in django. This article goes in detailed on How can I set and get session variable in django. you can understand a concept of how to get session value in django. you'll learn set session variable in django. Let's see bellow example django session variables.
Read more…
https://tuts-station.com/how-to-set-and-get-session-variables-in-django.html
1661153799
Django Google Login using django-allauth Example - Tuts-Station.com
Django Google Login using django-allauth Example
Hi Dev,
This article will give you example of user registration in django using google oauth. you can understand a concept of django-allauth google tutorial. step by step explain django allauth social login. This article will give you simple example of django google authentication using django-allauth. follow bellow step for django login with google example.
Read more...
https://tuts-station.com/django-google-login-using-django-allauth-example.html
1661071418
How to Send Email with Multiple File Attachment in Python Django? - Tuts-Station.com
How to Send Email with Multiple File Attachment in Python Django?
Hi Dev,
This article will provide some of the most important example how to send email with multiple file attachment in python django. you can see send email multiple file attachment in python django example. you can see send multiple files attachment mail using django. We will look at example of how to django send email with attachment.
Read more..
https://tuts-station.com/how-to-send-email-with-multiple-file-attachment-in-python-django.html
1660729404
How to Generate Barcode in Django? - Tuts-Station.com
How to Generate Barcode in Django?
Hi Dev,
This is a short guide on django generate barcode. We will look at example of how to generate barcode in django. you can understand a concept of how to create barcode in django. we will help you to give example of how to save generated barcode in django.
Read more...
https://tuts-station.com/how-to-generate-barcode-in-django.html
