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Face Recognition

[ Getting Started Notebook ] Face Recognition

A getting started notebook with random submission for the challenge.

ashivani

Getting Started with Face Recognition Challenge

In this puzzle, we have identify the face from the given collage of faces.

This is a starter kit explaining how to download the data and also submit direcly via this notebook.

We will be submitting the sample prediction directly in the required format.

AIcrowd code utilities for downloading data for Language Classification

Download the files 💾¶

Download AIcrowd CLI

We will first install aicrowd-cli which will help you download and later make submission directly via the notebook.

In [ ]:
!pip install aicrowd-cli
%load_ext aicrowd.magic

Collecting aicrowd-cli
  Downloading aicrowd_cli-0.1.10-py3-none-any.whl (44 kB)
     |████████████████████████████████| 44 kB 1.4 MB/s 
Requirement already satisfied: click<8,>=7.1.2 in /usr/local/lib/python3.7/dist-packages (from aicrowd-cli) (7.1.2)
Collecting GitPython==3.1.18
  Downloading GitPython-3.1.18-py3-none-any.whl (170 kB)
     |████████████████████████████████| 170 kB 9.3 MB/s 
Collecting requests<3,>=2.25.1
  Downloading requests-2.27.1-py2.py3-none-any.whl (63 kB)
     |████████████████████████████████| 63 kB 981 kB/s 
Collecting rich<11,>=10.0.0
  Downloading rich-10.16.2-py3-none-any.whl (214 kB)
     |████████████████████████████████| 214 kB 57.8 MB/s 
Collecting requests-toolbelt<1,>=0.9.1
  Downloading requests_toolbelt-0.9.1-py2.py3-none-any.whl (54 kB)
     |████████████████████████████████| 54 kB 2.4 MB/s 
Requirement already satisfied: tqdm<5,>=4.56.0 in /usr/local/lib/python3.7/dist-packages (from aicrowd-cli) (4.62.3)
Collecting pyzmq==22.1.0
  Downloading pyzmq-22.1.0-cp37-cp37m-manylinux1_x86_64.whl (1.1 MB)
     |████████████████████████████████| 1.1 MB 53.9 MB/s 
Requirement already satisfied: toml<1,>=0.10.2 in /usr/local/lib/python3.7/dist-packages (from aicrowd-cli) (0.10.2)
Collecting gitdb<5,>=4.0.1
  Downloading gitdb-4.0.9-py3-none-any.whl (63 kB)
     |████████████████████████████████| 63 kB 1.5 MB/s 
Requirement already satisfied: typing-extensions>=3.7.4.0 in /usr/local/lib/python3.7/dist-packages (from GitPython==3.1.18->aicrowd-cli) (3.10.0.2)
Collecting smmap<6,>=3.0.1
  Downloading smmap-5.0.0-py3-none-any.whl (24 kB)
Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2.10)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (1.24.3)
Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2.0.10)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2021.10.8)
Collecting colorama<0.5.0,>=0.4.0
  Downloading colorama-0.4.4-py2.py3-none-any.whl (16 kB)
Collecting commonmark<0.10.0,>=0.9.0
  Downloading commonmark-0.9.1-py2.py3-none-any.whl (51 kB)
     |████████████████████████████████| 51 kB 7.0 MB/s 
Requirement already satisfied: pygments<3.0.0,>=2.6.0 in /usr/local/lib/python3.7/dist-packages (from rich<11,>=10.0.0->aicrowd-cli) (2.6.1)
Installing collected packages: smmap, requests, gitdb, commonmark, colorama, rich, requests-toolbelt, pyzmq, GitPython, aicrowd-cli
  Attempting uninstall: requests
    Found existing installation: requests 2.23.0
    Uninstalling requests-2.23.0:
      Successfully uninstalled requests-2.23.0
  Attempting uninstall: pyzmq
    Found existing installation: pyzmq 22.3.0
    Uninstalling pyzmq-22.3.0:
      Successfully uninstalled pyzmq-22.3.0
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
google-colab 1.0.0 requires requests~=2.23.0, but you have requests 2.27.1 which is incompatible.
datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.
Successfully installed GitPython-3.1.18 aicrowd-cli-0.1.10 colorama-0.4.4 commonmark-0.9.1 gitdb-4.0.9 pyzmq-22.1.0 requests-2.27.1 requests-toolbelt-0.9.1 rich-10.16.2 smmap-5.0.0

Login to AIcrowd ㊗¶

In [ ]:
%aicrowd login

Please login here: https://api.aicrowd.com/auth/6EqMlDKmyxhNtoOq-2KEKHEVlGL-0SXFuSEyNZI7_nU
API Key valid
Saved API Key successfully!

Download Dataset¶

We will create a folder name data and download the files there.

In [ ]:
!rm -rf data
!mkdir data
%aicrowd ds dl -c face-recognition -o data
In [ ]:
!unzip data/data.zip -d data > /dev/null

Diving in the dataset 🕵️‍♂️

In [ ]:
import pandas as pd
import numpy as np
import os

Diving in the dataset 🕵️‍♂️

In [ ]:
missing_image = 'data/Data/missing'
colage_image = 'data/Data/target'

Generating Prediction File

In this starter kit we will directly be submitting the sample prediction file. In case you would like to see a submission via baseline model, check it out here.

In [ ]:
submission = pd.read_csv('data/sample_submission.csv')
In [ ]:
submission.head()
Out[ ]:
Unnamed: 0 ImageID label
0 0 nvied 0
1 1 tzdwh 16
2 2 v2235 29
3 3 fx4m8 33
4 4 ydlbu 78
In [ ]:
!rm -rf assets
!mkdir assets
submission.to_csv(os.path.join("assets", "submission.csv"))

Submitting our Predictions

Note : Please save the notebook before submitting it (Ctrl + S)

In [ ]:
%aicrowd notebook submit -c face-recognition -a assets --no-verify

Using notebook: Getting Starter Kit for Face Deblur Challenge for submission...
Scrubbing API keys from the notebook...
Collecting notebook...











    















    






Submission Upload Error: Couldn't decode response from AIcrowd servers



















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