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Project Title Spatial Analysis and Machine Learning-Based Air Pollution Prediction in Bihar Using Land Use Regression (LUR), GIS, Remote Sensing, Kriging, and Machine Learning Project Overview I have completed a [login to view URL] major project on air pollution prediction in Bihar. Most of the technical work has already been completed. I have all the required outputs, maps, figures, tables, graphs, machine learning results, and ArcGIS outputs. I need a professional PowerPoint presentation and a thesis report prepared using my existing work. --- Work Already Completed 1. Data Collection Landsat 8/9 satellite imagery downloaded from USGS Earth Explorer (2023–2025) CPCB air quality monitoring data Bihar administrative boundary Meteorological variables (Temperature and Relative Humidity) 2. GIS & Remote Sensing (ArcGIS) Area of Interest (AOI) creation Image mosaicking Image projection Raster clipping False Colour Composite (Band 5-4-3) Training sample collection Maximum Likelihood Classification (MLC) LULC map generation for 2023, 2024, and 2025 Fishnet generation (5 km × 5 km) Tabulate Area analysis Spatial Join Final LUR dataset preparation 3. Python Analysis Data preprocessing Exploratory Data Analysis (EDA) Descriptive statistics Histograms Boxplots Scatter plots Correlation matrix Correlation heatmap 4. Land Use Regression (LUR) Predictor variable preparation Response variable preparation Linear regression modelling Model evaluation 5. Machine Learning Models The following models have already been implemented: Linear Regression Decision Tree Random Forest Gradient Boosting Support Vector Regression (SVR) Available results include: R² RMSE MAE Model comparison tables Feature importance Individual pollutant results 6. Kriging Ordinary Kriging Semivariogram Nugget Range Sill Spatial interpolation maps 7. Future Prediction Future pollutant prediction maps Future prediction tables Model outputs --- Files Available I will provide: Existing PowerPoint presentation (~70 slides) ArcGIS screenshots USGS screenshots LULC maps Fishnet maps Tabulate Area outputs Spatial Join outputs LUR outputs Machine learning results Feature importance figures Kriging outputs Prediction maps Thesis draft documents Supporting ZIP files --- Task 1 – PowerPoint Presentation Update my existing PowerPoint only. Do NOT: Create a new presentation. Change the slide order. Change the theme. Change fonts. Change colours. Change layouts. Remove existing images. Required Work For every image, map, graph, screenshot, or table: Add concise technical content. Add Objective. Add Description. Add Key Observations. Add Significance. Add Figure Caption. If supporting documents contain explanations, use them after rewriting into presentation language. If no explanation exists, generate technically correct content matching the figure. Maintain a professional IIT/NIT seminar presentation style. --- Task 2 – Thesis Report Prepare a complete thesis using my project work. Include: Chapter 1 Introduction Problem Statement Research Gap Objectives Chapter 2 Literature Review Chapter 3 Study Area Dataset Methodology Chapter 4 LULC Analysis Fishnet Tabulate Area Spatial Join LUR Dataset Chapter 5 Exploratory Data Analysis Correlation Analysis Regression Analysis Chapter 6 Machine Learning Models Individual Model Results Feature Importance Model Comparison Chapter 7 Kriging Semivariogram Spatial Prediction Chapter 8 Future Prediction Discussion Conclusion Future Scope --- Writing Requirements Original content (no plagiarism) Technical and academic language Suitable for a [login to view URL] thesis Consistent formatting Proper figure captions Proper table captions Cross-references to figures and tables Logical flow between sections --- Expected Deliverables 1. Updated editable PowerPoint (.pptx) with all existing figures retained and completed technical content. 2. Complete thesis report (.docx) based entirely on my project. 3. Figure captions and table captions throughout. 4. Presentation and thesis aligned so that the same technical interpretations are used consistently. Note: The research work, maps, models, and outputs are already completed. The task is to transform the existing material into a polished presentation and thesis without altering the technical workflow or results.
Project ID: 40607685
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29 freelancers are bidding on average ₹5,489 INR for this job

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr
₹75,000 INR in 7 days
7.3
7.3

1. I am expert in writing polishing IIT/NIT-standard PowerPoint presentation and thesis focusing workflow, slide order, theme, fonts, colours, layouts, figures, maps, or technical results. I will ensure focusing slide with Objectives, Descriptions, Key Observations, Significance, and Figure Captions, and preparing a well-structured, plagiarism-free thesis with all chapters, technical interpretations, cross-references, figure/table captions, and consistent academic. 2. I read your project description and I am sure that I can handle your project. 3. Also, an expert in Research writing, research reports, essays and advance essays, dissertations. 4. I will ensure that your project will be delivered on time with high standard. 5. Expert in all referencing styles (APA/ Harvard / IEEE /MLA/etc.). 6. 100 % Assurance on zero percent plagiarism. 7. TURNITIN / COPYSCAPE plagiarism report will be provided along with completed work 8. Assistance will be provided with the number of clarifications until client satisfaction 9. I will provide assistance even after the payment. And will maintain data (content) security. ● Free Turnitin plagiarism report ● Free Referencing ● I have more than 12 years of experience. ● This is my profile: https://www.freelancer.in/u/citijayamala Please connect in chat for more discussion, Regards, Jaya
₹7,500 INR in 1 day
6.7
6.7

As an experienced professional with a background in both technical writing and environmental engineering, I have the skills necessary to take your project to the next level. My demonstrated expertise in SEO, content development, and data analysis are directly aligned with the tasks needed for your PowerPoint presentation and thesis report. I understand the unique demands of academic writing and can ensure that your thesis is engaging, well-crafted, and meets all the technical requirements. Throughout my career, I have developed a distinctive approach to presenting complex information effectively and succinctly. This skill will be particularly valuable for transforming your existing materials into a concise seminar-style presentation that showcases your groundbreaking work on air pollution prediction in Bihar. Moreover, my proficiency in ArcGIS, remote sensing techniques, Kriging, and machine learning equip me with a unique understanding of your field of study, enabling me to translate your technical outputs into impactful content.
₹1,500 INR in 1 day
6.0
6.0

Hi, I can transform your completed GIS, LUR, and ML results into a polished thesis and a professional, seminar-ready presentation. As an engineer with an extensive background in Python, ML evaluation metrics ($R^2$, $RMSE$, $MAE$), and technical documentation, I will interpret and present your spatial and machine learning data with strict academic rigor. How I will complete your deliverables: Task 1 (PowerPoint):** I will preserve your exact ~70-slide layout, theme, fonts, and images. I will add structured technical content for every figure and table (Objective, Description, Key Observations, Significance, and Captions). Task 2 (Thesis Report):** I will write the complete 8-chapter thesis in editable Word (.docx) format with proper academic flow, zero plagiarism, and full cross-referencing for all figures and tables. I can start immediately upon receiving your project ZIP files. Could you share a few sample slides so we can align on the exact timeline? Best regards,
₹1,050 INR in 7 days
4.1
4.1

I am an expert statistician, Research Writer, and data analyst with more than eight years of experience. I have full command of Excel analysis, SPSS, STATA, R LANGUAGE, AND PYTHON. I am an expert in creating time series prediction models, working with survey data, conducting marketing analysis, building estimators, and medical analysis. I am a perfect match for your project share other details of the work so I can start working on your project. Will complete task on time.
₹6,500 INR in 1 day
4.2
4.2

Hello, Your project is closely aligned with my experience in air-quality prediction, machine learning, scientific reporting, and publication-level academic writing. I have worked on environmental and medical AI projects involving data preprocessing, model comparison, explainability, figure interpretation, and reproducible reporting. I have also contributed to a Q1 journal paper, so I am familiar with maintaining technical accuracy, consistent terminology, evidence-based discussion, and proper figure and table referencing. For your project, I can work directly within the existing PowerPoint without changing its slide order, theme, fonts, colours, layouts, or images. For each map, graph, screenshot, and table, I will add concise objectives, descriptions, observations, significance, and technically accurate captions. I can also prepare the complete thesis from your existing results, covering LULC analysis, LUR, EDA, machine learning models, Kriging, future predictions, discussion, and conclusion. The presentation and thesis will use the same interpretations, metrics, pollutant names, figure numbering, and technical workflow throughout. I will not alter or invent any result. Where an output is unclear, I will flag it rather than make unsupported assumptions. To make the first collaboration low-risk for you, I’m happy to begin with a small paid milestone at a competitive rate. Once you review the quality of the work, we can continue with the remaining scope.
₹600 INR in 14 days
2.9
2.9

Hello, I am an experienced Full Stack Developer with 7+ years of professional experience in software development, data processing, API integration, and AI-assisted development. I have worked on numerous complex web applications, dashboards, automation systems, and analytical platforms. I am interested in assisting with your Air Pollution Prediction, Presentation, and Thesis project. I can help with data preprocessing, visualization, report preparation, presentation design, and integrating prediction workflows. I am also comfortable collaborating with domain experts if specialized GIS or environmental analysis is required. My strengths include: Python and data processing support AI-assisted research and documentation Data visualization and dashboard development Professional PowerPoint presentations Technical report and documentation preparation Strong communication and timely project delivery I believe in delivering clean, well-documented work while maintaining regular communication throughout the project. I would appreciate the opportunity to discuss your exact requirements and propose the most suitable approach. Looking forward to hearing from you. Best Regards, Tyagraj Bhatt
₹1,050 INR in 7 days
0.0
0.0

Hi, I am a Python AI Developer with experience in Machine Learning projects, technical documentation, and professional presentations. I can help transform your completed research work into a clear and professional B.Tech-level presentation and thesis report. I can assist with: • Technical explanation of ML results and graphs • Figure and table captions • Professional PowerPoint improvement • Research-style writing and formatting • Organizing methodology, results, discussion, and conclusion sections Since your technical work and outputs are already completed, my focus will be on presenting the work clearly while maintaining consistency with your existing results. I will ensure the presentation and thesis are structured, readable, and suitable for academic submission. Regards, Shabiha Iqbal
₹1,200 INR in 7 days
0.0
0.0

Solution Provided by the Project This project provides a data-driven approach to monitor, analyze, and predict air pollution levels in Bihar using GIS, Remote Sensing, Land Use Regression (LUR), Kriging, and Machine Learning. By integrating satellite imagery, land use information, meteorological data, and air quality observations, it identifies the factors influencing pollution and generates accurate spatial prediction maps. The developed models help determine pollution hotspots, compare the performance of different machine learning algorithms, and forecast future pollution levels. These insights can support government agencies, urban planners, and environmental authorities in implementing targeted pollution control measures, improving air quality monitoring, planning sustainable land use, and protecting public health through informed decision-making.
₹1,050 INR in 7 days
0.0
0.0

Hello, I have experience in Python, machine learning, technical writing, and creating professional PowerPoint presentations. I can prepare a well-structured thesis report and presentation based on your existing work while maintaining technical accuracy, proper formatting, figure and table captions, cross-references, and a logical flow throughout the document. I pay close attention to detail, communicate regularly, and always aim to deliver high-quality work on time. I would be happy to assist with your project. Thank you.
₹1,050 INR in 3 days
0.0
0.0

I can complete both deliverables exactly as scoped; no changes to your existing PPT (order, theme, fonts, colors, layouts, images stay untouched), just adding Objective, Description, Key Observations, Significance and Figure Captions to every existing slide element. For the thesis, I'll write all 8 chapters from scratch based on your actual outputs :original, technically accurate, properly captioned and cross-referenced, and aligned with the PPT so both documents tell the same technical story. I'm comfortable with your full workflow — LULC classification, LUR, ML models (RF, GBM, SVR, etc.), Kriging/semivariograms — so the content will accurately reflect your real results, not generic filler. Process: You share the PPT, screenshots, and thesis draft → I complete both in parallel → you review → final delivery. Ready to start as soon as you share the files
₹1,050 INR in 7 days
0.0
0.0

I have extensive experience with ArcGIS Enterprise, spatial analysis, GIS data processing, SQL and technical documentation. I can professionally refine your existing presentation while preserving the current structure and prepare a well-organized academic thesis based entirely on your existing outputs. My focus is on technical accuracy, consistency between presentation and thesis, and clear scientific writing.
₹22,230 INR in 12 days
0.0
0.0

Hi! I'm a Geoinformatics specialist with expertise in GIS, Remote Sensing, Python, ArcGIS, Google Earth Engine, and Machine Learning. I deliver accurate spatial analysis, map creation, crop suitability modelling, environmental analysis, and custom geospatial solutions. I focus on quality, timely delivery, and clear communication to ensure every project meets your requirements. I would be happy to help bring your project to life.
₹5,000 INR in 20 days
0.0
0.0

Hello! I'm interested in your project. I have successful practical experience working at the intersection of geographic information systems (GIS), remote sensing (RS), and machine learning for spatial analysis of environmental data.
₹1,050 INR in 2 days
0.0
0.0

Patna, India
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