Implementation of Vector Search and Clustering on the MNIST Dataset using C/C++

$30-250 USD

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7 个月前

$30-250 USD

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Description: We are seeking an experienced C/C++ developer with a strong background in algorithms, particularly in the domains of vector search and clustering. The primary task involves implementing the LSH algorithm for d-dimensional vectors and vector clustering techniques on the MNIST dataset of handwritten numeric digits. ANALYTICAL REQUIREMENTS DOCX WILL BE PROVIDED IN CHAT Key Deliverables: Implement the LSH algorithm based on the Euclidean (L2) metric. Implement the random projection algorithm on the hypercube for the L2 metric. Implement vector clustering techniques using the k-Means++ initialization and MacQueen method for updating. Parse and handle input from binary files containing the MNIST dataset. Generate output files detailing search and clustering results. Ensure modular and documented code with a comprehensive README. Provide a Makefile for easy compilation. Requirements: Proficiency in C/C++ programming. Strong understanding of hashing, hash tables, and the LSH algorithm. Experience with vector spaces, nearest neighbor search, and clustering algorithms. Ability to read and handle binary file formats. Knowledge of the MNIST dataset format is a plus. Familiarity with Git for version control. Project Timeline: We expect the project to be completed within 4 weeks of commencement. Budget: $65 USD Deadline: 18/10/2023 Please include relevant samples or references of past work in your proposal. Additionally, a brief overview of how you plan to approach this project will be greatly appreciated.

C++ Programming

Machine Learning (ML)

Algorithm Analysis

Image Processing

Git

项目 ID: 37289242

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@rashidamjad

Hi there, I am thrilled to express my interest in your Implementation of Vector Search and Clustering on the MNIST Dataset using C/C++ project. Leveraging a rich background spanning 4-5 years in Image Processing, Algorithm Analysis, Git, C++ Programming and Machine Learning (ML), I am well-equipped to bring substantial value to your initiative. Please note the initial bid is provisional. A final quote will be shared post a thorough discussion on the project requirements or after reviewing any detailed documentation you can provide. May I request any available detailed documentation? Additionally, I am open for further discussions to delve deeper into specific aspects of the project. I encourage you to review my profile, which showcases my portfolio, past jobs, and client reviews, reflecting the quality and professionalism I infuse in every project, always striving to offer a competitive budget without compromising on quality. Thank you for considering my proposal. I am eagerly looking forward to the opportunity to collaborate and contribute to your project's success. Please let me know if you require any additional information. Best regards, Rashid Amjad.

$250 USD 在8天之内

5.0

(9条评论)

4.8

@prdraco

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$200 USD 在7天之内

5.0

(2条评论)

4.3

@Devrits

Hi! I am professional C++ programmer with skills including Machine Learning (ML), Image Processing, Algorithm Analysis, Git and C++ Programming. I am Software developer, Data analyst, Computer Architecture Expert Projects I have done: - as Computer Architecture Expert (wrote MIPS assembler programs, wrote reports about the impact of various sorting algorithms and cache size on the number of miss cache in MARS simulator) Skills and technologies I know: Programming: - C, Python, C++ - Assembler: MASM, TASM, as88, IJVM, MIPS - Debugging: x86, x64, Mic1, MIPS, MARS - OS: Windows, Linux Data analysis: - Matlab - Python (Entry Level) programming - Microsoft Excel DB programming: - SQL - Microsoft Access Teaching: - Operation systems - Programming (C, Pascal, Assembler, Prolog) - Computer Architecture I always go beyond the client's expectations and work until customer is fully satisfied. My main goal is to provide an affordable solution that will fit your need, attract more customers to your business and make it easy to maintain without special knowledge Please send a message to discuss more regarding this project. Thanks

$150 USD 在6天之内

4.8

(4条评论)

4.1

@Dhawan8787

As a highly experienced C/C++ developer with a strong background in algorithms, particularly in the domains of vector search and clustering, I believe I am the best fit for this project.

$140 USD 在7天之内

5.0

(4条评论)

3.9

@MilosDelic0203

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$140 USD 在7天之内

4.1

(3条评论)

4.1

@MQamar123

Hello, I hope all is well with you. I've taken the time to review your project description and I'm confident that I have background in algorithms, particularly in the domains of vector search and clustering. I specialize in Python programming, machine learning, data analysis, and various forms of automation. My expertise also extends to Natural Language Processing (NLP), General AI, chatbots, and neural networks. I would love to discuss your project in more detail during a quick chat. To give you an idea of my capabilities, I invite you to check out some of my recent work that demonstrates my skill set: Custom Data Analysis Tools Automated Reporting Systems Chatbot Implementations NLP-Based Text Summarizers Neural Network Models for Classification Tasks Thank you for considering my services. I'm looking forward to the possibility of working together. Best regards, Qamar

$30 USD 在7天之内

5.0

(4条评论)

3.5

@Muhammadzeesha59

Hello Client ! I am a skilled full stack developer. Having rich experience in Java , Python , C , C++ , C# , Mysql , Sql , Oracle , Object Oriented Programming , Data Structure , Algorithms . I have a perfect grip on “Database Administration” , and work in “Oracle” Mysql”. I want to assure you that these are my areas of expertise and I can do any work related. Here I am also assuring you that the quality of work will not be compromised . I am able for work full time on your time zone and start work right now . Please send me a message for further Details . Thanks and Best Regards

$40 USD 在2天之内

5.0

(11条评论)

3.5

@dohuutiepuct

Hi. Thanks for your posting. I have just read your proposal and I am sure I can complete the project on time. I am an expert in ML/DL who has many years of experiences all kinds of clustering(hard/probablistic K-means clustering, mean-shift/weight based clustering & MacQueen), . Please contact me to discuss about the project in more details. Waiting for your contact now... Thanks. Best Regards.

$50 USD 在2天之内

5.0

(3条评论)

3.1

@kimphuong589

✅ C/C++ Expert Here! ✅ Hi, How are u? I have checked your proposal carefully. I understand your requirement well. I have full experienced with LSH Algorithm, ML... I can complete your task perfectly in time. Please contact me and let's start your task right now. Thank you & Best regards!

$65 USD 在3天之内

5.0

(7条评论)

2.8

@engineerjoseph25

HELLO, Welcome to my profile, Home to Professional and Quality services with 100% customer satisfaction guarantee. I'm a Licensed Certified & Experienced Expert in the respective project requirements. Dear Client, I take this opportunity to inform you that i have KEENLY gone through all your project requirements as given in your project description and I confirm to you that i can perfectly deliver as instructed. Being in possession of all CLEARLY STATED required project skills (Git, C++ Programming, Machine Learning (ML), Image Processing and Algorithm Analysis) as this is my area of professional specialisation having completed all Certifications and developed adequate experience in the same area, I hereby humbly request you to consider my bid for Professional, Quality and Affordable services always. STRICT TIMELY DELIVERY & UNLIMITED REVISIONS. Kindly Message Me We Discuss More About The Project and seal the contract. Welcome and Thank-you.

$250 USD 在1天之内

0.0

(0条评论)

0.0

@tkmaina868

I am an expert Swift programmer with skills including Algorithm Analysis, Image Processing, C++ Programming, Machine Learning (ML) and Git. Please contact me to discuss more regarding this project. Thanks

$100 USD 在3天之内

0.0

(0条评论)

0.0

@Nisar39

I hope this proposal finds you in good health and spirits. With a strong background in C/C++ development and a deep understanding of algorithms, particularly in vector search and clustering, I am excited to present my approach to implementing the LSH algorithm and vector clustering techniques on the MNIST dataset. Technical Approach: Data Parsing: Efficiently parse the MNIST dataset from binary files, ensuring data integrity and optimal memory usage. Algorithm Development: Implement the LSH and random projection algorithms, optimizing for speed and accuracy. Clustering Implementation: Utilize the k-Means++ initialization and MacQueen method to ensure precise and efficient clustering. Output Generation: Design a structured output format that provides clear insights into the results. Testing: Rigorous testing on various subsets of the MNIST dataset to ensure algorithm accuracy and efficiency. I look forward to the opportunity to discuss further and collaborate on this exciting project.

$65 USD 在7天之内

0.0

(0条评论)

0.0

@msaqibshah1990

I'm sure you're looking for an experienced C/C++ developer with a strong background in algorithms. Specifically, you're seeking someone who can help you implement the LSH algorithm based on the Euclidean (L2) metric and vector clustering techniques using the k-Means++ initialization and MacQueen method for updating on the MNIST dataset. With over 10+ years of experience in providing professional services across many industries, our team is well-versed in all aspects of computing. We have the necessary skillset required to tackle this project: from proficiency in C/C++ programming to an understanding of hashing, hash tables and the LSH algorithm, we're ready to deliver results as expected. Moreover, our team is always up to date with the latest design trends and technologies so that we can provide modern and innovative solutions for our clients' needs.

$65 USD 在1天之内