Image Classifier using Transfer Learning with Tensorflow

[@mohammedibrahim5642]

thanks, do you plan to give lectures about federated learning FL?

[@AIEngineeringLife]

Mohammed.. I will do it in later point of time.. last time I tried TF federated library felt it is not matured yet

[@sanilpanicker3262]

Excellent! Would be great if you can share your knowledge on intrusion detection in Labeled data. KDD99 or similar dataset. Appreciate your contributions to data science domain.

[@AIEngineeringLife]

Sanal can you please elobrate on intrusion detection. I did not quiet follow it

[@sanilpanicker3262]

Sensors and actuators in a factory environment produce large amount of time-series data and they often manage critical functions(another example: Uber/Go-Jek business functions generate 15-20 TB heart beats per day). Many of these systems are connected to Internet for Corporate IT integration so they become susceptible to cyber attacks. Intrusion Detection models are used to detect such anomalies to help operators take corrective action. Traditional supervised methods Decison Trees/SVM etc. are found to be inefficient in many cases. Researchers are now working on unsupervised deep learning architecture for multivariate time series anomaly detection. Any contribution from your side would be greatly appreciated!

[@sanilpanicker3262]

www.researchgate.net/publication/316530203_Anomaly_Detection_in_Cyber_Physical_Systems_Using_Recurrent_Neural_Networks

[@AIEngineeringLife]

I got it now.. I was little confused seeing intrusion detection comment on image classifier video . Getting data for these will be difficult to demo it but I can cover various techniques used as case studies

[@sanilpanicker3262]

@@AIEngineeringLife KDD99 or SwaT datasets are suitable

[@vikasreddy8575]

Is there any software project or application for copying and pasting the captchas

[@AIEngineeringLife]

Vikas.. I have one for identifying captcha but not copy and pasting it

[@vikasreddy8575]

@@AIEngineeringLife sir please tell me for identifying the captcha

[@valerysalov8208]

I wanted to make a data science portofolio, can you give me project ideas on how to approach it? I am not getting ideas as to how to go about making an end to end machine learning project.

[@AIEngineeringLife]

Are you asking for exact idea or approach?.. In case approach not sure if you have checked my article on it www.linkedin.com/pulse/how-build-compelling-data-science-portfolio-srivatsan-srinivasan/

[@valerysalov8208]

@@AIEngineeringLife I am asking for exact idea, yes I have read your approach article on linkedin

[@valerysalov8208]

@@AIEngineeringLife I was thinking of scraping house prices from magicbricks etc but their robots.txt is showing disallowed. Hence I want an EXACT idea.

[@user-vd4tu8ob2l]

can you share your notebook?

[@AIEngineeringLife]

Here it is - github.com/srivatsan88/KZbinLI/blob/master/Rock_Paper_Scissor_Transfer_Learning.ipynb

[@johnrichbaguio4182]

Hello sir!! Thank you for sharing this video online. Can you share this notebook to me?

[@AIEngineeringLife]

All my notebooks are available here - github.com/srivatsan88

[@dipinpaul5894]

Honest feedback - please keep things simple, sometimes you complicate even a simple explanation.

[@AIEngineeringLife]

Dipin.. Thank you for the feedback. Surely will take care. Can you please quote an example so I can better fine tune from next time. You can message me on LinkedIn as well if u prefer it that way

[@dipinpaul5894]

The code stuff related to train test split and modelling part can be presented with simplicity. Your material and topics are really unique on KZbin . But to reach a wider audience simplicity is the key. Keep spreading knowledge 👍 P. S - please share github code so as to try your ideas 🙂

[@AIEngineeringLife]

@@dipinpaul5894 Got it.. Infact Tensorflow does not have east train_test_split method has scikit learn. There is a split that makes it even more confusing. But will try to make it easy to grasp from next time. Thank you and feedback like these makes me better :) I will upload all TF related code in my git in few days. Others are already there in my git repo

[@AIEngineeringLife]

Dipin.. Here is the notebook for this video - github.com/srivatsan88/KZbinLI/blob/master/Rock_Paper_Scissor_Transfer_Learning.ipynb

[@dipinpaul5894]

Thanks will give it a shot