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Measure sample efficiency and generalization in reinforcement learning using procedurally generated environments
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3D Seismic Image Interpretation by Machine Learning
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Multi-Agent Reinforcement Learning on Trains
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See Allfailed | 81821 | ||
failed | 81803 | ||
failed | 81799 |
A benchmark for image-based food recognition
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Multi-agent RL in game environment. Train your Derklings, creatures with a neural network brain, to fight for you!
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See Allgraded | 114870 | ||
failed | 114850 | ||
graded | 114847 |
Robots that learn to interact with the environment autonomously
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5 PROBLEMS 3 WEEKS. CAN YOU SOLVE THEM ALL?
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5 Problems 15 Days. Can you solve it all?
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See Allgraded | 67170 | ||
graded | 67167 | ||
failed | 67150 |
Multi-Agent Reinforcement Learning on Trains
Latest submissions
Participant | Rating |
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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 FlatlandView
Dr. Derks Mutant Battlegrounds
About the Dr. Derks Mutant Battlegrounds category
Almost 4 years agoHey,
This should be fixed now. You can find the baseline code here:
https://gitlab.aicrowd.com/dr-derk-s-mutant-battlegrounds/starter-kit
FRUIT
DGBRD
PETCF
INSCT
MLRIA
Baseline - MLRIA
About 4 years ago
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¶
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
from fastai import *
from fastai.vision import *
Download the files¶
These include the train test and validation images as well the csv indexing them
!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
!mkdir FinalData
!unzip train -d FinalData/
!unzip val -d FinalData/
!unzip test -d FinalData/
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Check for corrupt images¶
root="FinalData/"
for path in os.listdir(root):
verify_images(root+path,delete=True)
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
train_df=pd.read_csv("train.csv")
val_df=pd.read_csv("val.csv")
test_df=pd.read_csv("test.csv")
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
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.
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.
train_data.valid=val_data.train
train_data
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
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
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!
train_databunch
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
train_databunch.show_batch(rows=3, figsize=(8,10))
print(train_databunch.classes)
['Parasitized', 'Uninfected']
from fastai.callbacks import *
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
learn.lr_find()
learn.recorder.plot(suggestion=True)
epoch | train_loss | valid_loss | error_rate | accuracy | time |
---|
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
learn.fit_one_cycle(5,1.0E-03,callbacks=[ShowGraph(learn),SaveModelCallback(learn,monitor='error_rate',mode='min',
name="bestmodel")])
epoch | train_loss | valid_loss | error_rate | accuracy | time |
---|
learn.save('resnet18-5epochs-stage-1') # save model
learn.unfreeze() # unfreeze all layers
learn.lr_find() # find learning rate
learn.recorder.plot(suggestion=True) # plot learning rate
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.
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
interp.plot_top_losses(9, figsize=(15,11))
interp.plot_confusion_matrix(figsize=(12,12), dpi=60)
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
learn.load("bestmodel")
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
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
mapping={}
for x in range(len(learn.data.classes)):
mapping[x]=learn.data.classes[x]
print(mapping)
submission=[]
for x in preds_list:
submission.append(mapping[x])
filename=test_df.filename.tolist()
d={"filename":filename,"label":submission}
df=pd.DataFrame(d)
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!
df.to_csv("submission.csv",index=False)
from google.colab import files
files.download('submission.csv')
Random items generation question
Almost 4 years agoHey, 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.