5 Follower

4 Following

sanjaypokkali

Sanjay Pokkali

Activity

Oct

Nov

Dec

Jan

Feb

Mar

Apr

May

Jun

Jul

Aug

Sep

Oct

Mon

Wed

Fri

Ratings Progression

Challenge Categories

Challenges Entered

Completed

NeurIPS 2020: Procgen Competition

OpenAI

Measure sample efficiency and generalization in reinforcement learning using procedurally generated environments

Latest submissions

No submissions made in this challenge.

Completed

Seismic Facies Identification Challenge

SEAM AI

3D Seismic Image Interpretation by Machine Learning

Latest submissions

No submissions made in this challenge.

Completed

Flatland

SNCF

SBB

Deutsche Bahn

Multi-Agent Reinforcement Learning on Trains

Latest submissions

See All

failed	81821	Wed, 9 Sep 2020 07:52:21
failed	81803	Wed, 9 Sep 2020 05:36:00
failed	81799	Wed, 9 Sep 2020 04:58:55

Completed

Food Recognition Challenge

Seerave Foundation

A benchmark for image-based food recognition

Latest submissions

No submissions made in this challenge.

Completed

Dr. Derks Mutant Battlegrounds

AIcrowd

Dr Derk

Multi-agent RL in game environment. Train your Derklings, creatures with a neural network brain, to fight for you!

Latest submissions

See All

graded	114870	Fri, 15 Jan 2021 09:33:01
failed	114850	Fri, 15 Jan 2021 06:19:36
graded	114847	Fri, 15 Jan 2021 05:44:07

Completed

REAL 2020 - Robot open-Ended Autonomous Learning

GOAL-Robots

Robots that learn to interact with the environment autonomously

Latest submissions

No submissions made in this challenge.

Completed

AI Blitz #4

AIcrowd

5 PROBLEMS 3 WEEKS. CAN YOU SOLVE THEM ALL?

Latest submissions

No submissions made in this challenge.

Practice

Latest submissions

No submissions made in this challenge.

Completed

AIcrowd Blitz⚡#2

AIcrowd

5 Problems 15 Days. Can you solve it all?

Latest submissions

See All

graded

70409

Sat, 11 Jul 2020 05:18:50

Practice

Latest submissions

No submissions made in this challenge.

Completed

AIcrowd Blitz - May 2020

AIcrowd

5 Problems 15 Days. Can you solve it all?

Latest submissions

No submissions made in this challenge.

Completed

AI for Good - AI Blitz #3

AIcrowd

AI for Good - ITU

5 PROBLEMS 3 WEEKS. CAN YOU SOLVE THEM ALL?

Latest submissions

See All

graded

77276

Fri, 21 Aug 2020 15:28:12

Completed

Latest submissions

No submissions made in this challenge.

Practice

ADCLK

AIcrowd

Predict if an online advertisement will be clicked or not

Latest submissions

See All

graded	67170	Sat, 16 May 2020 14:07:59
graded	67167	Sat, 16 May 2020 13:59:54
failed	67150	Sat, 16 May 2020 13:03:59

Completed

Flatland AMLD 2021

AIcrowd

Multi-Agent Reinforcement Learning on Trains

Latest submissions

No submissions made in this challenge.

Participant	Rating
sv	46
shivam	136
kavyajaganathan	0
shraddhaa_mohan	272
vrv	0

Participant	Rating
shraddhaa_mohan	272
sv	46
shivam	136
kavyajaganathan	0

trAIn_the_train Flatland
View

Dr. Derks Mutant Battlegrounds

Random items generation question

Over 3 years ago

Hey, we will discuss about allowing the participants to choose items with the team and get back to you. With regards to the evaluation score yes it is an weighted average score. Your bot will play against each of the 3 evaluation bots 128 times each. The score against that particular bot will be the average of the 128 runs.

About the Dr. Derks Mutant Battlegrounds category

Almost 4 years ago

Hey,

This should be fixed now. You can find the baseline code here:

https://gitlab.aicrowd.com/dr-derk-s-mutant-battlegrounds/starter-kit

FRUIT

Baseline - FRUIT

Almost 4 years ago

https://gitlab.aicrowd.com/aicrowd/practice-challenges/aicrowd_FRUIT_challenge/raw/master/baselines/FRUIT_baseline.ipynb

DGBRD

Baseline - DGBRD

Almost 4 years ago

https://gitlab.aicrowd.com/aicrowd/practice-challenges/aicrowd_DGBRD_challenge/raw/master/baselines/DGBRD_baseline.ipynb

PETCF

Baseline - PETCF

Almost 4 years ago

https://gitlab.aicrowd.com/aicrowd/practice-challenges/aicrowd_PETCF_challenge/raw/master/baselines/PETCF_baseline.ipynb

INSCT

Baseline - INSCT

Almost 4 years ago

https://gitlab.aicrowd.com/aicrowd/practice-challenges/aicrowd_INSCT_challenge/raw/master/baselines/INSCT_baseline.ipynb

MLRIA

Baseline - MLRIA

Almost 4 years ago

Notebook

Getting Started Code for MLRIA Challenge on AIcrowd¶

Author : Sanjay Pokkali¶

To open this notebook on Google Computing platform Colab, click below!¶

Import necessary packages¶

In [1]:

import numpy as np
import pandas as pd
import os
import cv2
import matplotlib.pyplot as plt
import matplotlib.patches as patches
import random
from sklearn.utils import shuffle
from tqdm import tqdm_notebook

In [2]:

from fastai import *
from fastai.vision import *

Download the files¶

These include the train test and validation images as well the csv indexing them

In [3]:

!wget https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/train.zip
!wget https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/val.zip
!wget https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/test.zip
!wget https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/train.csv
!wget https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/val.csv
!wget https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/test.csv
!mv train.csv train.csv
!mv test.csv test.csv

--2020-10-13 11:46:18--  https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/train.zip
Resolving datasets.aicrowd.com (datasets.aicrowd.com)... 35.189.208.115
Connecting to datasets.aicrowd.com (datasets.aicrowd.com)|35.189.208.115|:443... connected.
HTTP request sent, awaiting response... 302 FOUND
Location: https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/train.zip?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114619Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=f961c669af5c44cc08d878a37c61c397028ba7d4eebcca293641539a41b40454 [following]
--2020-10-13 11:46:19--  https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/train.zip?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114619Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=f961c669af5c44cc08d878a37c61c397028ba7d4eebcca293641539a41b40454
Resolving s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)... 206.190.215.254
Connecting to s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)|206.190.215.254|:443... connected.
HTTP request sent, awaiting response... 200 
Length: 234784968 (224M) [application/x-zip-compressed]
Saving to: ‘train.zip’

train.zip           100%[===================>] 223.91M  10.2MB/s    in 20s     

2020-10-13 11:46:41 (11.1 MB/s) - ‘train.zip’ saved [234784968/234784968]

--2020-10-13 11:46:42--  https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/val.zip
Resolving datasets.aicrowd.com (datasets.aicrowd.com)... 35.189.208.115
Connecting to datasets.aicrowd.com (datasets.aicrowd.com)|35.189.208.115|:443... connected.
HTTP request sent, awaiting response... 302 FOUND
Location: https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/val.zip?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114643Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=db006b1fa499fb97f98f4347faeb0b3f29e429685f5fd3b772f176fae56ceaae [following]
--2020-10-13 11:46:43--  https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/val.zip?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114643Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=db006b1fa499fb97f98f4347faeb0b3f29e429685f5fd3b772f176fae56ceaae
Resolving s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)... 206.190.215.254
Connecting to s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)|206.190.215.254|:443... connected.
HTTP request sent, awaiting response... 200 
Length: 33334038 (32M) [application/x-zip-compressed]
Saving to: ‘val.zip’

val.zip             100%[===================>]  31.79M  25.1MB/s    in 1.3s    

2020-10-13 11:46:45 (25.1 MB/s) - ‘val.zip’ saved [33334038/33334038]

--2020-10-13 11:46:45--  https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/test.zip
Resolving datasets.aicrowd.com (datasets.aicrowd.com)... 35.189.208.115
Connecting to datasets.aicrowd.com (datasets.aicrowd.com)|35.189.208.115|:443... connected.
HTTP request sent, awaiting response... 302 FOUND
Location: https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/test.zip?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114646Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=f2db8eb6f7e384e07a7f15b81984c366687e034f34075386cd768addf285bd2e [following]
--2020-10-13 11:46:46--  https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/test.zip?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114646Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=f2db8eb6f7e384e07a7f15b81984c366687e034f34075386cd768addf285bd2e
Resolving s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)... 206.190.215.254
Connecting to s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)|206.190.215.254|:443... connected.
HTTP request sent, awaiting response... 200 
Length: 67064096 (64M) [application/x-zip-compressed]
Saving to: ‘test.zip’

test.zip            100%[===================>]  63.96M  29.5MB/s    in 2.2s    

2020-10-13 11:46:49 (29.5 MB/s) - ‘test.zip’ saved [67064096/67064096]

--2020-10-13 11:46:50--  https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/train.csv
Resolving datasets.aicrowd.com (datasets.aicrowd.com)... 35.189.208.115
Connecting to datasets.aicrowd.com (datasets.aicrowd.com)|35.189.208.115|:443... connected.
HTTP request sent, awaiting response... 302 FOUND
Location: https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/train.csv?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114651Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=ea1b23ef53d4ebadfd43077b57291035a3a7e9498fc647ef0e936a540eb92822 [following]
--2020-10-13 11:46:51--  https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/train.csv?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114651Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=ea1b23ef53d4ebadfd43077b57291035a3a7e9498fc647ef0e936a540eb92822
Resolving s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)... 206.190.215.254
Connecting to s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)|206.190.215.254|:443... connected.
HTTP request sent, awaiting response... 200 
Length: 530601 (518K) [text/csv]
Saving to: ‘train.csv’

train.csv           100%[===================>] 518.17K  1.43MB/s    in 0.4s    

2020-10-13 11:46:52 (1.43 MB/s) - ‘train.csv’ saved [530601/530601]

--2020-10-13 11:46:52--  https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/val.csv
Resolving datasets.aicrowd.com (datasets.aicrowd.com)... 35.189.208.115
Connecting to datasets.aicrowd.com (datasets.aicrowd.com)|35.189.208.115|:443... connected.
HTTP request sent, awaiting response... 302 FOUND
Location: https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/val.csv?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114653Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=53640fdf334313cc147a32d0cfbb4e18c22433a7ba0531498ce918c58b8037aa [following]
--2020-10-13 11:46:53--  https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/val.csv?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114653Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=53640fdf334313cc147a32d0cfbb4e18c22433a7ba0531498ce918c58b8037aa
Resolving s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)... 206.190.215.254
Connecting to s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)|206.190.215.254|:443... connected.
HTTP request sent, awaiting response... 200 
Length: 75751 (74K) [text/csv]
Saving to: ‘val.csv’

val.csv             100%[===================>]  73.98K  --.-KB/s    in 0.1s    

2020-10-13 11:46:54 (545 KB/s) - ‘val.csv’ saved [75751/75751]

--2020-10-13 11:46:54--  https://datasets.aicrowd.com/default/aicrowd-practice-challenges/public/mlria/v0.1/test.csv
Resolving datasets.aicrowd.com (datasets.aicrowd.com)... 35.189.208.115
Connecting to datasets.aicrowd.com (datasets.aicrowd.com)|35.189.208.115|:443... connected.
HTTP request sent, awaiting response... 302 FOUND
Location: https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/test.csv?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114655Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=595e775c7cb952665e026f6f431f14674ff3e3a2e7ad89b64b092b2fbc16e853 [following]
--2020-10-13 11:46:55--  https://s3.us-west-002.backblazeb2.com/aicrowd-practice-challenges/public/mlria/v0.1/test.csv?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=002ae2491b744be0000000002%2F20201013%2Fus-west-002%2Fs3%2Faws4_request&X-Amz-Date=20201013T114655Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=595e775c7cb952665e026f6f431f14674ff3e3a2e7ad89b64b092b2fbc16e853
Resolving s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)... 206.190.215.254
Connecting to s3.us-west-002.backblazeb2.com (s3.us-west-002.backblazeb2.com)|206.190.215.254|:443... connected.
HTTP request sent, awaiting response... 200 
Length: 88170 (86K) [text/csv]
Saving to: ‘test.csv’

test.csv            100%[===================>]  86.10K  --.-KB/s    in 0.1s    

2020-10-13 11:46:56 (574 KB/s) - ‘test.csv’ saved [88170/88170]

mv: 'train.csv' and 'train.csv' are the same file
mv: 'test.csv' and 'test.csv' are the same file

In [4]:

!mkdir FinalData
!unzip train -d FinalData/
!unzip val -d FinalData/
!unzip test -d FinalData/

Streaming output truncated to the last 5000 lines.
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  inflating: FinalData/test/fffc51219f.jpg

Check for corrupt images¶

In [5]:

root="FinalData/"

for path in os.listdir(root): 
    verify_images(root+path,delete=True)

In [6]:

import warnings
warnings.filterwarnings("ignore")

Loading Data¶

Loading CSV Data¶

Using pandas, we can directly load the csvs. We have created a val set for you, which has an even split of all the classes

In [7]:

train_df=pd.read_csv("train.csv")
val_df=pd.read_csv("val.csv")
test_df=pd.read_csv("test.csv")

In [8]:

train_df["filename"]=train_df["filename"]
val_df["filename"]=val_df["filename"]
test_df["filename"]=test_df["filename"]

Defining Transformations¶

When we do any sort of computer vision task, it is important to define carefully thought out transformations on the image. This is to allow our model to more accurately predict a wider range of images. Try experimenting with various other types of transformations. Click here to learn more

In [9]:

tfms = get_transforms(do_flip=True,flip_vert=False,max_zoom=1.05,max_warp=0.1)

Creating dataframes¶

We now load our data into dataframes and apply the transformations we defined above. For now we create the dataframes for the tran and val data.

In [10]:

root="FinalData/"
train_data = (ImageList.from_df(train_df,root+"train",cols=["filename"]) 
        .split_none()              
        .label_from_df(cols=["label"])            
        .transform(tfms, size=128))

val_data = (ImageList.from_df(val_df,root+"val",cols=["filename"]) 
        .split_none()              
        .label_from_df(cols=["label"])            
        .transform(tfms, size=128))

We now merge the two dataframes into one dataframe which contains train and val dataset.

In [11]:

train_data.valid=val_data.train

In [12]:

train_data

Out[12]:

LabelLists;

Train: LabelList (19294 items)
x: ImageList
Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128)
y: CategoryList
Parasitized,Uninfected,Uninfected,Uninfected,Parasitized
Path: FinalData/train;

Valid: LabelList (2754 items)
x: ImageList
Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128)
y: CategoryList
Uninfected,Uninfected,Parasitized,Parasitized,Uninfected
Path: FinalData/val;

Test: None

We now create a databunch for the data that is to be used in training. A databunch in fastai is the data that is going to be passed into the neural network. While creating the databunch, we also define the batch size, number of workers, and we normalize the images according to imagenet_stats.

You can also leave the normalize as blank, and fastai will normalize according to the dataset. However since the imagenet dataset has over 1000 classes, it is very likely that imagenet has classes which overlap with our dataset

In [13]:

train_databunch=train_data.databunch(bs=16,num_workers=0).normalize(imagenet_stats)

We now create the test_data dataframe. We then add the test data to the databunch

In [14]:

test_data=ImageList.from_df(test_df,root+"test",cols=["filename"])

train_databunch.add_test(test_data)

Notice how the train_databunch has all the data we require to train the model, run validation, and to predict on!

In [15]:

train_databunch

Out[15]:

ImageDataBunch;

Train: LabelList (19294 items)
x: ImageList
Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128)
y: CategoryList
Parasitized,Uninfected,Uninfected,Uninfected,Parasitized
Path: FinalData/train;

Valid: LabelList (2754 items)
x: ImageList
Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128)
y: CategoryList
Uninfected,Uninfected,Parasitized,Parasitized,Uninfected
Path: FinalData/val;

Test: LabelList (5510 items)
x: ImageList
Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128),Image (3, 128, 128)
y: EmptyLabelList
,,,,
Path: FinalData/val

In [16]:

train_databunch.show_batch(rows=3, figsize=(8,10))

In [17]:

print(train_databunch.classes)

['Parasitized', 'Uninfected']

Define the model¶

Now we come to the juicy part. We define our model here. FastAI has many pretrained models which you can find here. Try out different models and see which one works the best for this dataset! You can also create your own custom models using pytorch. More on that here.

In [18]:

from fastai.callbacks import *

In [19]:

learn = cnn_learner(train_databunch, models.resnet18, metrics=[error_rate, accuracy],model_dir="models/")

Downloading: "https://download.pytorch.org/models/resnet18-5c106cde.pth" to /root/.cache/torch/hub/checkpoints/resnet18-5c106cde.pth

Now that we've loaded our model, FastAI provides a convienient function to find the most efficient learning rate for your model at that time. This is what we have implemented below

In [20]:

learn.lr_find()
learn.recorder.plot(suggestion=True)

0.00% [0/1 00:00<00:00]

epoch	train_loss	valid_loss	error_rate	accuracy	time

7.30% [88/1205 01:35<20:12 3.2124]

LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.
Min numerical gradient: 6.31E-07
Min loss divided by 10: 1.74E-02

Train¶

Alright enough talk and time to train. We define the number of epochs and we define a callback which saves the best model trained during this training phase based on the error_rate.

Validate¶

Validation occurs at the end of each epoch.

In [ ]:

learn.fit_one_cycle(5,1.0E-03,callbacks=[ShowGraph(learn),SaveModelCallback(learn,monitor='error_rate',mode='min',
name="bestmodel")])

0.00% [0/5 00:00<00:00]

epoch	train_loss	valid_loss	error_rate	accuracy	time

5.56% [67/1205 01:12<20:34 1.0307]

In [ ]:

learn.save('resnet18-5epochs-stage-1') # save model

In [ ]:

learn.unfreeze() # unfreeze all layers
learn.lr_find() # find learning rate
learn.recorder.plot(suggestion=True) # plot learning rate

In [ ]:

learn.fit_one_cycle(5,6.31E-07,callbacks=[ShowGraph(learn),SaveModelCallback(learn,monitor='error_rate',mode='min',
name="bestmodel")])

Lets try and figure out where our model messed up¶

Fastai provides a way to see which images our model is having trouble with.

In [ ]:

interp = ClassificationInterpretation.from_learner(learn)

losses,idxs = interp.top_losses()

len(train_databunch.valid_ds)==len(losses)==len(idxs)

As you can see here, our model is very accurate and doesn't mess up for many images

In [ ]:

interp.plot_top_losses(9, figsize=(15,11))

In [ ]:

interp.plot_confusion_matrix(figsize=(12,12), dpi=60)

In [ ]:

interp.most_confused()

Run Prediction¶

Moment of truth. Lets run prediction on the test set and finally generate our submission file!

Here we load our best model, which is convieniently called bestmodel

In [ ]:

learn.load("bestmodel")

In [ ]:

preds,y = learn.get_preds(ds_type=DatasetType.Test)

Now that we've run prediction, let us convert our prediction from a tensor to a list. The below code does that. In this code, we take the max of each row of the tensor, move it to the memory accessable by the cpu, convert it to a numpy array and then convert it to a list

In [ ]:

preds_list=preds.argmax(dim=-1).cpu().numpy().tolist()

Since the predictions are all in numbers, lets create a dictionary for us to easily convert it into a list of string labels

In [ ]:

mapping={}
for x in range(len(learn.data.classes)):
    mapping[x]=learn.data.classes[x]
print(mapping)

In [ ]:

submission=[]
for x in preds_list:
    submission.append(mapping[x])

In [ ]:

filename=test_df.filename.tolist()
d={"filename":filename,"label":submission}
df=pd.DataFrame(d)

In [ ]:

df.head()

Submission¶

Lets convert the dataframe into the csv file! After this we are done!!! Give yourself a pat on the back, and head over to the challenge page an make a submission. Congrats and good luck!

In [ ]:

df.to_csv("submission.csv",index=False)

In [ ]:

from google.colab import files
files.download('submission.csv')

In [ ]:

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