ML Expert for Predictive Analysis
$30-250 USD
Dibayar semasa penghantaran
Looking for a proficient Machine Learning expert to tackle a task of prediction using Logistic regression, Random Forest, and K-Nearest techniques. My project's datasets are small with less than 1,000 data points, destined for an academic sector application.
Key Functionality:
- Implement Logistic Regression, Random Forest, and K-Nearest techniques
- Manage small-sized datasets effectively
- Understand academic sector applications
Ideal Skills and Experience:
- Extensive experience in ML predictive models
- Proficiency in Logistic Regression, Random Forest, and K-nearest techniques
- Understanding of ML models with small datasets
- Prior experience in academic sector projects is desirable.
Successful completion of this project requires a precise mix of technical knowledge, practical experience, and an innate understanding of academic project requirements. If you possess these qualities, your application is highly anticipated.
The project requirements are:
Data analysis:
Using the H1B Visa dataset and using Python:
- Data exploration: Explore the data and describe the dataset columns, data types, no. or rows
- Date pre-processing: List all applied data cleansing and pre-processing steps
- Data visualization: Provide charts for the main attributes
- Features selection Identify the candidate features to be used in the machine learning model
Machine learning :
- Use the dataset to build, train, and test machine learning models using the three techniques Logistic regression, Random forest, and K-Nearest.
- Measure the accuracy of each model
- Improve the model accuracy to reach 90%
- Document all improvement steps or factors used to improve the accuracy.
Integration:
- Use the highest accuracy model to develop a RESTFUL API that takes the applicant's details as JSON and returns whether he is approved or rejected in the response.
- Develop a data entry program to be used to enter the applicant details, call the API, and display the result on the screen
Provide the source code of all components and the related documentation.
The dataset is available here: [login to view URL]
Below is a white paper describing the project idea.
[login to view URL]
ID Projek: #37854913
Tentang projek
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43 pekerja bebas membida secara purata $178 untuk pekerjaan ini
I am a Machine Learning expert with extensive experience in developing predictive models using Logistic Regression, Random Forest, and K-Nearest techniques. I am proficient in handling small datasets effectively and ha Lagi
Thanks for detailed explanation and sharing the dataset. As an ML Engineer, I can deliver the deliverables in the 4 days deadline max. I expect it to take 48 hours
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Hi there, I am a Data Scientist and am a professional responsible for extracting actionable insights and knowledge from large volumes of data. As an experienced Data Scientist in the field of machine learning, I am hig Lagi
Greetings! I can help you with the ML Predictive Analysis. Kindly text me over the chats we discuss further. Thank you
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