AI, DS, Cybersecurity Projects - Google Summer of Code 2025

DATA SCIENCE PROJECTS

CYBER SECURITY

MATHEMATICAL PROJECTS

WEB DEVELOPMENT

SN.	Project Title	Project link	Estimated lines of code	Estimated duration/ man hours
1	Image Classification	Image Classification – (https://www.tensorflow.org/tutorials/images/classification )	10k-20k	3months
2	Semi-Supervised Image Classification	Semi-Supervised Image Classification – (https://www.toptal.com/machine-learning/semi-supervised-image-classification )	10k-20k	3months
3	Object Detection	Object Detection – ( https://machinelearningmastery.com/object-recognition-with-deep-learning/ )	10k-20k	3months
4	Video Object Detection	Video Object Detection – (https://towardsdatascience.com/ug-vod-the-ultimate-guide-to-video-object-detection-816a76073aef )	10k-20k	3months
5	Small Object Detection	Small Object Detection – ( https://blog.roboflow.com/detect-small-objects/ )	10k-20k	3months
6	Medical Object Detection	Medical Object Detection – ( https://medium.com/the-research-nest/deep-learning-models-for-medical-image-analysis-and-processing-a4f8ba58e58f )	10k-20k	3months
7	One-Shot Object Detection	One-Shot Object Detection – ( https://medium.com/analytics-vidhya/tips-for-single-shot-object-detectors-aa8ad4b3ea06 )	10k-20k	3months
8	Moving Object Detection	Moving Object Detection – ( https://medium.com/visionwizard/object-tracking-675d7a33e687 )	10k-20k	3months
9	Object Detection In Aerial Images	Object Detection In Aerial Images – (https://medium.com/data-from-the-trenches/object-detection-with-deep-learning-on-aerial-imagery-2465078db8a9 )	10k-20k	3months
10	Language Modelling	Language Modelling – (https://searchenterpriseai.techtarget.com/definition/language-modeling#:~:text=Language%20modeling%20(LM)%20is%20the,words%20occurring%20in%20a%20sentence.&text=They%20are%20used%20in%20natural,generate%20text%20as%20an%20output. )	10k-20k	3months
11	Speech Recognition	Speech Recognition – (https://www.ibm.com/in-en/cloud/learn/speech-recognition )	10k-20k	3months
12	Question Answering	Question Answering – (https://medium.com/deepset-ai/tagged/question-answering )	10k-20k	3months
13	Open-Domain Question Answering	Open-Domain Question Answering – ( https://lilianweng.github.io/lil-log/2020/10/29/open-domain-question-answering.html )	10k-20k	3months
14	Generative Question Answering	Generative Question Answering – (https://openreview.net/forum?id=Bkx0RjA9tX )	10k-20k	3months
15	Cross-Lingual Question Answering	Cross-Lingual Question Answering – (https://medium.com/dailymotion/how-we-used-cross-lingual-transfer-learning-to-categorize-our-content-c8e0f9c1c6c3 )	10k-20k	3months
16	Transliteration	Transliteration – ( https://www.google.com/inputtools/services/features/transliteration.html )	10k-20k	3months
17	Low-Resource Neural Machine Translation	Low-Resource Neural Machine Translation – (https://medium.com/machine-translation-fbk/neural-machine-translation-into-language-varieties-5421941d417e )	10k-20k	3months
18	Unsupervised Machine Translation	Unsupervised Machine Translation – ( https://engineering.fb.com/2018/08/31/ai-research/unsupervised-machine-translation-a-novel-approach-to-provide-fast-accurate-translations-for-more-languages/ )	10k-20k	3months
19	Sentence Classification	Sentence Classification – (https://freecontent.manning.com/sentence-classification-in-nlp/ )	10k-20k	3months
20	Emotion Classification	Emotion Classification – (https://medium.com/analytics-vidhya/tagged/emotion-classification )	10k-20k	3months
21	Sentiment Analysis	Sentiment Analysis – (https://towardsdatascience.com/sentiment-analysis-concept-analysis-and-applications-6c94d6f58c17 )	10k-20k	3months
22	Text Generation	Text Generation – ( https://www.tensorflow.org/text/tutorials/text_generation )	10k-20k	3months
23	ECG Classification	ECG Classification- (https://www.nature.com/articles/s41598-021-84374-8#:~:text=Most%20ECG%20classification%20methods%20for,input%20to%20a%20neural%20network )	10k-20k	3months
24	COVID-19 Diagnosis	COVID-19 Diagnosis – (https://www.uptodate.com/contents/covid-19-diagnosis )	10k-20k	3months
25	General Classification	General Classification – (https://www.edureka.co/blog/classification-in-machine-learning/ )	10k-20k	3months
26	Domain Adaptation	Domain Adaptation – (https://towardsdatascience.com/understanding-domain-adaptation-5baa723ac71f )	10k-20k	3months
27	Meta-Learning	Meta-Learning – ( https://machinelearningmastery.com/meta-learning-in-machine-learning/ )	10k-20k	3months
28	Code Generation	Code Generation – (https://analyticsindiamag.com/10-ai-applications-that-can-generate-code-themselves/ )	10k-20k	3months
29	Text-To-Sql	Text-To-Sql –(https://towardsdatascience.com/text-to-sql-learning-to-query-tables-with-natural-language-7d714e60a70d )	10k-20k	3months

SN.	Project title	Solution is available?	Estimated lines of code	Estimated duration/ man hours	Outcome	Evaluation criteria
1	Space-Efficient Algorithms for Reachability in Directed Geometric Graphs	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
2	Scheduling Appointments Online: The Power Of Deferred Decision-Making	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
3	Streaming Robust Submodular Maximization: A Partitioned Thresholding Approach	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
4	On Near-Linear-Time Algorithms for Dense Subset Sum	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
5	Preconditioning methods based on spanning tree algorithms	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
6	An algorithm for the construction of the graphs of organic molecules	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
7	Online algorithms for partially ordered sets	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
8	Nearly Linear Time Isomorphism Algorithms for Some Nonabelian Group Classes	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
9	Efficient Generation and Execution of DAG-Structured Query Graphs	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
10	Approximation algorithms for NP-complete problems on planar graphs	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
11	Graph Sandwich Problems	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
12	Efficient DNA sticker algorithms for NP-complete graph problems	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
13	Linear time algorithms for NP-hard problems restricted to partial k-trees	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
14	The Graph Genus Problem Is NP-Complete	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
15	Coping with the NP-Hardness of the Graph Bandwidth Problem	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
16	GROUP, GRAPHS, ALGORITHMS: THE GRAPH ISOMORPHISM PROBLEM	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
17	Approximation algorithms for the maximally balanced connected graph tripartition problem	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
18	Efficient algorithms for clique problems	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
19	Efficient algorithms for finding minimum spanning trees in undirected and directed graphs	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
20	Efficient algorithms for finding maximum matchings in convex bipartite graphs and related problems	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
21	Efficient Algorithms for Petersen's Matching Theorem	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness
22	Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs	Algorithm available	500-800	2 months	program to implement the algorithm	understanding, data structures, complexity, correctness

SN.	Project title	Project link (if any)
1	Configuring and Troubleshooting a Switched Network	https://www.learncisco.net/courses/icnd-1/medium-size-switched-network-construction/troubleshooting-switched-network.html
2	Sample network for an enterprise, by installing network based firewall	https://www.sciencedirect.com/topics/computer-science/network-firewall
3	Configuring WEP on a Wireless Router	https://www.tp-link.com/lk/support/faq/183/
4	Implementing an IP Addressing Scheme	https://docs.oracle.com/cd/E19504-01/802-5753/6i9g71m2o/index.html
5	Examining Network Address Translation (NAT)	https://www.ciscopress.com/articles/article.asp?p=25273&seqNum=3
6	Configuring Ethernet and Serial Interfaces	https://www.certiology.com/cisco-certifications/ccna/ccna-routing-and-switching/free-cisco-ccna-study-guide/configuring-fast-ethernet-and-serial-interfaces-on-cisco-router.html
7	Configuring a Default Route	https://www.cisco.com/c/en/us/support/docs/ip/routing-information-protocol-rip/16448-default.html
8	Planning Network-based Firewalls	https://www.cisco.com/c/en/us/support/docs/ip/routing-information-protocol-rip/16448-default.html
9	Configuring a Cisco Router as a DHCP Server	https://www.cisco.com/c/en/us/support/docs/ip/routing-information-protocol-rip/16448-default.html
10	Securing router using multiple access control techniques	https://projectsinnetworking.com/securing-router-using-multiple-access-control-techniques/
11	Measuring Web Latency and Rendering Performance	https://ieeexplore.ieee.org/document/8631165
12	FTP File Server Connection	https://docs.microsoft.com/en-us/connectors/ftp/
13	Computing shortest path between nodes.	https://github.com/fehmiisener/Dijkstra-Shortest-Path-Project
14	WAN Optimization design for enterprise	https://www.cisco.com/c/dam/en/us/td/docs/nsite/wan_optimization/WANoptSolutionGd.pdf
15	IPSec based Virtual Private Network (VPN) for a company	https://www.cisco.com/c/en_in/products/security/vpn-endpoint-security-clients/what-is-vpn.html
16	VLAN design with Cisco Infrastructure	https://www.cisco.com/c/en_in/products/security/vpn-endpoint-security-clients/what-is-vpn.html
17	Reliable Multicast Protocol	http://liu.diva-portal.org/smash/record.jsf?pid=diva2:37328
18	Dynamic search algorithm for intelligent message routing.	https://www.diva-portal.org/smash/get/diva2:3414/FULLTEXT02.pdf
19	Packet Captures	https://github.com/SECURED-FP7
20	Network Simulation using Cisco Packet Tracer	https://www.netacad.com/courses/packet-tracer
21	Image Encryption using AES algorithm	https://github.com/Rachit-Goel/Image-Encryption-using-AES
22	Text Encryption Using Various Algorithms	https://www.upgrad.com/blog/cyber-security-project-ideas-topics/
23	DMZ Network Design with Cisco Routers	https://projectsinnetworking.com/dmz-network-design-with-cisco-routers/



Note: All of the above applications are given by CCNA Certification Authority by using Simulators and Python.

SN.	Project title
1	Optimal Path for Robot movement using PSO (: https://www.kaggle.com/c/summerschool2020)
2	Travelling Sellsman optimization problem Using ACO(https://www.kaggle.com/jamesmcguigan/kmeans-ant-colony-optimization/data)
3	Travelling Sellsman optimization problem Using Simulated Annealing(https://www.kaggle.com/jamesmcguigan/kmeans-ant-colony optimization/data)
4	Titanic Resque operation Using GA (https://www.kaggle.com/c/titanic/data)
5	Optiver Realized Volatility Prediction (https://www.kaggle.com/c/optiver-realized-volatility-prediction/overview/description)
6	Connect X: Connect your checkers in a row before your opponent! (https://www.kaggle.com/c/connectx)
7	UPI Payment Apps review - Google Play Store (https://www.kaggle.com/komalkhetlani/upi-payment-apps-review-google-play-store)
8	Tracking the progression of the new omicron COVID-19 variant (https://www.kaggle.com/yamqwe/omicron-covid19-variant-daily-cases)
9	CoronaHack -Chest X-Ray-Dataset (https://www.kaggle.com/praveengovi/coronahack-chest-xraydataset)
10	Pulmonary Chest X-Ray Abnormalities (https://www.kaggle.com/kmader/pulmonary-chest-xray-abnormalities).
11	Stochastic Programming Model for Bidding Price Decision in Construction Projects
12	A stochastic programming approach for clinical trial planning in new drug development
13	A multi-objective stochastic programming model for project-oriented human-resource management optimization
14	A stochastic programming model for scheduling call centers with global service level agreements.
15	Second order cone programming relaxation of nonconvex quadratic optimization problems
16	Projection methods for conic feasibility problems: applications to polynomial sum-of-squares decompositions
17	Conic relaxations for transmission system planning
18	Semidefinite programming relaxations for the graph partitioning problem
19	Camera calibration using spheres: A semi-definite programming approach
20	High-performance general solver for extremely large-scale semidefinite programming problems
21	The use of geometric programming in the design of an Algerian water conveyance system
22	Digital circuit optimization via geometric programming
23	Ealuation of irrigation projects under uncertainty: a symmetric quadratic programming approach
24	A neural network model for solving convex quadratic programming problems with some applications
25	Efficient subspace segmentation via quadratic programming
26	OSQP: An operator splitting solver for quadratic programs
27	Resources Allocation in Activity Networks Under Stochastic Conditions: A Geometric Programming-Sample Path Optimization Approach
28	Application of the honeybee mating optimization algorithm to patent document classification in combination with the support vector machine

SN.	Project title	Project link (if any)
1	Handwritten Digit recognition using python	https://data-flair.training/blogs/python-deep-learning-project-handwritten-digit-recognition/
2	Video to Audio Converter with Python	https://thecleverprogrammer.com/2020/12/08/video-to-audio-converter-with-python/
3	OTP Verification System using Python	https://thecleverprogrammer.com/2021/04/14/otp-verification-using-python/
4	Youtube Trending Videos Analysis with Python	https://thecleverprogrammer.com/2020/11/28/youtube-trending-videos-analysis-with-python/
5	Driver Drowsiness Detection System	https://data-flair.training/blogs/python-project-driver-drowsiness-detection-system/
6	Fashion Recommendation System	https://thecleverprogrammer.com/2020/08/16/fashion-recommendation-system/
7	Retail Price Optimization	https://www.dezyre.com/project/hackerday-project/project-title/retail%20price%20optimization#sub-hackerday-video-5
8	Cab Availability Predictor	https://medium.com/analytics-vidhya/cab-booking-prediction-by-using-machine-learning-algorithms-f6a8346772b0
9	Colour Detection using Python	https://data-flair.training/blogs/project-in-python-colour-detection/
10	Human Resource Analysis with Python	https://thecleverprogrammer.com/2021/01/04/human-resource-analysis-with-python/
11	Netflix Data Analysis with Python	https://thecleverprogrammer.com/2021/01/16/netflix-data-analysis-with-python/
12	Speech Emotion Recognition with librosa Python	https://data-flair.training/blogs/python-mini-project-speech-emotion-recognition/
13	Road Lane line detection	https://data-flair.training/blogs/road-lane-line-detection/
14	Human Resource Analysis with Python	https://thecleverprogrammer.com/2021/01/04/human-resource-analysis-with-python/
15	Speech Emotion Recognition with librosa Python	https://data-flair.training/blogs/python-mini-project-speech-emotion-recognition/
16	Python Chatbot Project	https://data-flair.training/blogs/python-chatbot-project/
17	NLP Spelling Correction Python Machine Learning	https://projectworlds.in/nlp-spelling-correction-python-machine-learning/
18	Sentiment Analysis	https://techvidvan.com/tutorials/python-sentiment-analysis/
19	Traffic Signs Recognition	https://data-flair.training/blogs/python-project-traffic-signs-recognition/
20	Music and Art Generation with Machine Intelligence	https://github.com/magenta/magenta

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