Keras svm examplecông việc

Create an original graphic design based on the provided reference image, featuring a wine bottle and glass silhouette. The design will be cut out of metal and must meet specific aesthetic and technical requirements. Shape: The design should closely resemble a wine bottle and glass with accurate proportions and a refined silhouette. Line Weight: Lines must be bold and consistent, suitable for metal cutting. Intersections: Slight radius or curves at line intersections to ensure durability and manufacturing feasibility. Dimensions: Maximum width of 16 inches, with height proportionally scaled to match. Final graphic is delivered as a PDF file. The design should be black on a white background for easy CAD integration.

...mengurangi limbah, dan mendukung ekonomi hijau. Kami berencana untuk mengintegrasikan beberapa sensor seperti sensor suhu pada mesin pemotong kayu otomatis dan sensor kelembaban untuk memantau kondisi bahan baku. Kami membutuhkan seseorang yang dapat membantu kami dalam: Memilih dan mengintegrasikan sensor suhu dan kelembaban ke dalam sistem produksi kami. Membantu dalam pengaturan perangkat keras dan perangkat lunak untuk memantau dan menganalisis data yang dikumpulkan. Menyusun dan mengonfigurasi cloud platform untuk pengolahan dan visualisasi data secara real-time. Apakah Anda memiliki pengalaman dengan proyek serupa? Jika ya, bisakah Anda memberikan beberapa contoh proyek yang telah Anda kerjakan sebelumnya? Kami ingin mendapatkan gambaran mengenai biaya dan estimasi waktu...

...analitik produktivitas. Pengujian Aplikasi: Melakukan pengujian fungsionalitas dan kinerja aplikasi untuk memastikan keandalan dan keamanan. Peluncuran dan Pemeliharaan: Meluncurkan aplikasi di toko aplikasi dan memberikan dukungan serta pembaruan secara berkala. Sumber Daya yang Dibutuhkan: Tim Pengembang: Programmer, desainer antarmuka pengguna, dan spesialis analitik. Alat Pengembangan: Perangkat keras dan perangkat lunak seperti komputer, perangkat mobile untuk pengujian, dan alat pengembangan aplikasi seperti IDE dan emulator. Sumber Daya Informasi: Informasi dan data tentang kebutuhan pengguna, tren teknologi, dan praktik terbaik dalam pengembangan aplikasi mobile. Waktu Pelaksanaan: Analisis Kebutuhan Pengguna: 2 minggu Desain Antarmuka Pengguna: 3 minggu Pengembangan Apli...

I need help creating written examples in the format of an informative report. Ideal candidates should have experience in report writing and can create engaging, informative content. Please note, I will provide a perfect example and you will learn from it. Your task will be to: - Generate written examples in the format of an informative report - Ensure the examples are not similar to AI generated content Skills Required: - Excellent written communication - Report writing experience - Ability to create engaging content

We need the attached 8 decal images put into a photo collage, like the one we had previously created (image attached) Simple Project.

Experience with machine learning frameworks like TensorFlow, PyTorch, Keras, or Scikit-learn.  • Hands-on experience with cloud platforms such as AWS, Azure, or GCP.  • Experience in Machine Learning and Neural Network architectures like Ensemble Models, SVM, CNN, RNN, Transformers, etc.  • Experience in Natural language processing (NLP) tools: NLTK, Spacy, and Gensim.  • Experience in MLOps tools such as Kubeflow, MLflow, or Azure ML. • Knowledge/hands-on experience with workflow tools like Airflow. • Experience with Microservices architecture. • Experience with SQL and NoSQL databases such as MongoDB, Postgres, Neo4j, etc. • Experienced with Rest API python frameworks such as Fast API/Flask/Django. • ...

video editing from giving video data (5minutes) with for example nice zoom effect with some text overlays... video output: colorful and dynamic clip for spa

...Model Training To build a complex and advanced GPU-based training model, especially for deep learning, machine learning, data processing, and performance monitoring, the following libraries are recommended. 1. Deep Learning and Machine Learning Frameworks ·        • TensorFlow (with GPU support): tensorflow-gpu ·        • PyTorch (with GPU support): torch, torchvision, torchaudio ·        • Keras: keras ·        • XGBoost (with GPU support): xgboost ·        • LightGBM (with GPU support): lightgbm · &nb...

Mahasiswi baru yang memiliki sifat pekerja keras dan mandiri. Tertarik melamar pekerjaan part time dengan waktu kerja di luar jam kuliah. Memiliki minat menjadi pengusaha muda. Secara khusus, memiliki ketertarikan sebagai penulis freelance, dan admin media sosial.”

...Training To build a complex and advanced GPU-based training model, especially for deep learning, machine learning, data processing, and performance monitoring, the following libraries are recommended. 1. Deep Learning and Machine Learning Frameworks ·        • TensorFlow (with GPU support): tensorflow-gpu ·        • PyTorch (with GPU support): torch, torchvision, torchaudio ·        • Keras: keras ·        • XGBoost (with GPU support): xgboost ·        • LightGBM (with GPU support): lightgbm ·  ...

I'm looking for a freelance developer to create an AI-based Customer Relationship Management (CRM) system integrated with TeleCRM and capable of automating our digi...in identifying and categorizing our customer base for tailored marketing. - Digital Marketing Automation: Ultimately, the CRM should automate and provide signal platform for our digital marketing efforts, saving us time and resources. Ideal Skills and Experience: Programming Languages: Python, Java, JavaScript (for front-end), possibly R (for data analysis) AI Frameworks: TensorFlow, PyTorch, Keras Database Technologies: MySQL, PostgreSQL, MongoDB Cloud Computing: AWS, Azure, GCP API Integration: Experience with various APIs to connect different systems Data Science Skills: Data cleaning, feature engineering, m...

I need a skilled Python developer with deep learning experience to run my Keras-based project. Key Responsibilities: - Execute the deep learning project written in Python. - Use Keras as the primary deep learning framework. Ideal Skills: - Proficiency in Python programming. - Extensive experience with Keras. - Knowledge of deep learning concepts. - Ability to troubleshoot and optimize code.

I need assistance setting up a Windows-based GPU-accelerated Conda environment using an NVIDIA GPU. The setup should include the installation of all necessary libraries, with a specific focus on TensorFlow. Key Requirements: ThunderSVM:** For GPU-accelerated support vector machines (SVM CuPy:** A NumPy-like library for GPU-accelerated operations. RAPIDS,Including cuML, cuDF, and cuGraph for machine learning, pandas-like operations, and graph analytics. CUDA Toolkit,Ensure the correct version compatible with all frameworks and my GPU *cuBLAS / cuML,For machine learning operations (part of RAPIDS). *Dask:** For scaling computations across multiple GPUs. TensorFlow and TensoRT / PyTorch,For deep learning with GPU acceleration. *NVIDIA Apex ,For optimizing PyTorch with mixed precisio...

...showing stock movements and forecasted changes for various timeframes (1 day, 1 week, 1 year). User Interface Design: Build a responsive, user-friendly UI with search functionality, stock filtering, and clear navigation. Ensure the interface allows seamless exploration of stock data and predictions for weekly decision-making. Requirements: Proficiency in Python and ML frameworks like TensorFlow/Keras for AI model development. Experience with financial data APIs (Yahoo Finance, Alpha Vantage). Strong skills in frontend development (HTML, CSS, JavaScript) to design an intuitive UI. Familiarity with stock trading concepts and financial market analysis. Preferred Skills: Experience in time-series forecasting models, particularly LSTM for weekly stock predictions. Knowledge of data ...

Project Scope for X1 DEX We are launching a decentralized exchange (DEX) on the X1 blockchain, a Solana fork, by fully forking Raydium to deliver an integrated platform with AMM token swaps, liquidity pools, a Bridge for cross-chain asset transfer, staking capabilities, and a portfolio dashboard. The DEX will integrate Backpack wallet support for secure, user-friendly access. We seek skilled blockchain developers proficient in Rust, Solana frameworks, and UI/UX design to create a seamless, high-performance DEX. Core DEX Functionalities and Requirements 1. Token Swap (AMM) Description: Fork Raydium’s AMM-based token swap feature, allowing users to exchange tokens instantly on X1. Backend Requirements: Adapt AMM smart contracts to X1’s RPCs, token standards, and transaction pr...

I'm conducting research and need a real example of a bound eSIM profile package from a US mobile operator. This could be from AT&T, Verizon, or T-Mobile. The package should be one that has been downloaded onto an Android smartphone, not a test package. Ideal Skills and Experience: - Access to an eSIM capable Android smartphone - Ability to download and identify the correct eSIM package - Understanding of eSIM technology and Android systems The package does not need to be activated and will be encrypted. So, I would not be able to read the encrypted contents (like IMSI and key K), but I will be able to read the metadata. Understanding the metadata for an operator eSIM profile is what I am interested in seeing. You can download these eSIM profiles over the Internet and...

Pelajar SMA kelas XII di Kota Surabaya yang memiliki sifat pekerja keras dan mandiri. Tertarik melamar pekerjaan part time dengan waktu kerja di luar jam sekolah. Memiliki minat menjadi social media specialist. Secara khusus, memiliki ketertarikan sebagai penulis freelance, dan admin media sosial.”

I need an expert in deep learning with a strong grasp on few-shot learning. The objective is to set up a few-shot learning system that can reconstruct high quality images from low light sources. This system will be implemented on a desktop application. Ideal Skills: - Deep Learning - Few-Shot Learning - Low Light and Resolution Enhancement -...learning system that can reconstruct high quality images from low light sources. This system will be implemented on a desktop application. Ideal Skills: - Deep Learning - Few-Shot Learning - Low Light and Resolution Enhancement - Desktop Application Development Experience: - Proven track record in image enhancement projects. - Familiarity with various deep learning frameworks (TensorFlow, PyTorch, Keras). Please implement the system usi...

...Technologies et Outils TensorFlow : Pour l’analyse vidéo et la reconnaissance d’images. OpenCV : Pour le traitement d’images et la vision par ordinateur. PyTorch : Pour le développement de modèles de deep learning flexibles. Keras : Pour créer et entraîner des modèles de réseaux de neurones. Scikit-learn : Pour l’analyse de données et les prédictions statistiques. Compétences Requises Maîtrise de TensorFlow ou équivalent (par exemple, PyTorch) Maîtrise d’OpenCV ou équivalent (par exemple, SimpleCV) Maîtrise de PyTorch ou équivalent (par exemple, TensorFlow) Maîtrise de Keras ou équivalent (par exemple, PyTorch avec...

I have a database in which I need to filter the data and use wavelet. After that, train using svm and evaluate the results (I have some pre-made codes)

It's a simple and small project. It should not take more than 1 hour for an expert. My budget is AUD $15. Please message me for more details.

It's a simple and small project. It should not take more than 1 hour for an expert. My budget is AUD $15. Please message me for more details.

I have an example gif and need the same reproduced (background) but different character. I will give you my character in png and mp4. Movie character is preferred but if now still is fine. I will need it within a few hours. Will lead to more work.

I need someone skilled in writing Machine Learning codes, specifically SVM, GA-SVM, and gcForest. I want to study the dataset. I need someone to write me a code for classification using the said models. I have a ready dataset for training and testing. I need someone to make the code for me that will help train the model and test it using the parameters I need. The validation method for it will be Stratified K-Fold Cross-Validation. Some additional features might be requested, if it is possible to have the model to identify the classification of the user inputted data.

...experience in AI development and natural language processing. - Proficiency in understanding and working with the Cairo dialect of Egyptian Arabic. - Experience in creating scalable systems. - Previous work in developing customer service AI systems is highly desirable. Languages and Frameworks: Python: Commonly used for AI and machine learning development, and has robust libraries (like TensorFlow, Keras, or PyTorch) for building AI models. Natural Language Processing (NLP): Specifically for building language models that understand and respond in Egyptian Arabic. Look for skills with frameworks like spaCy or Hugging Face Transformers. Dialogflow (Google), Microsoft Azure AI, or Amazon Lex: These platforms provide pre-built conversational AI frameworks that can handle voice intera...

I'm in need of a profession...tasks will include: - Data Collection: This will involve scraping customer reviews from specified websites for analysis. - Data Preprocessing: The selected freelancer will be tasked with cleaning and preparing the text data for analysis. This includes removing special characters, stop words, and tokenization. - Model Building: Implementing machine learning algorithms (like Logistic Regression, SVM) or deep learning models (like LSTM or BERT) to train the sentiment classifier. - Model Evaluation: The model's accuracy, precision, recall, and F1 score will need to be evaluated to ensure its effectiveness. - User Interface: Optionally, a simple command-line or web-based interface should be created to allow users to input text and get sentiment an...

I need someone skilled in writing Machine Learning codes, specifically SVM, GA-SVM, and gcForest. I want to study the dataset. I need someone to write me a code for classification using the said models. I have a ready dataset for training and testing. I need someone to make the code for me that will help train the model and test it using the parameters I need. The validation method for it will be Stratified K-Fold Cross-Validation. Some additional features might be requested, if it is possible to have the model to identify the classification of the user inputted data.

...experience in AI development and natural language processing. - Proficiency in understanding and working with the Cairo dialect of Egyptian Arabic. - Experience in creating scalable systems. - Previous work in developing customer service AI systems is highly desirable. Languages and Frameworks: Python: Commonly used for AI and machine learning development, and has robust libraries (like TensorFlow, Keras, or PyTorch) for building AI models. Natural Language Processing (NLP): Specifically for building language models that understand and respond in Egyptian Arabic. Look for skills with frameworks like spaCy or Hugging Face Transformers. Dialogflow (Google), Microsoft Azure AI, or Amazon Lex: These platforms provide pre-built conversational AI frameworks that can handle voice intera...

I'm looking fo...The project should be structured with the entire setup in a single directory. This includes API routes and a chat example within the SvelteKit structure. - The function call flow should be as follows: 1. A user asks a question. 2. The API sends the request to OpenAI. 3. OpenAI invokes an internal function (e.g., get_data1 or get_data2). 4. The function runs and returns data to OpenAI, which continues its computation. 5. The final response is streamed back to the user. - The functions get_data1() and get_data2() should fetch static data. - The chat functionality should be able to handle basic text messages only. Tech Stack: - SvelteKit Deliverable: A working example of the above setup, clearly demonstrating the interaction and function calling...

Similar like this url: you need to be able to configure shin guards for football players - pick a background - add a picture - change the colors of the background It's for shin guards for football players also able to make payment main site will be shopify, not sure if this need to be linked or if this could also work seperately please show me similar work in order for me to have a configuration with you to see if you're qualified

I'm looking for an expert in time series predictions using LSTM (Long Short-Term Memory) to forecast future values based on multivariate data...level, precipitation datasets. I will provide all data. The data has also gaps within. This project primarily focuses on predicting future subsidence trends using historical data. Key aspects of the project: - Utilize LSTM for forecasting future values from the subsidence data - Experience with multivariate datasets is a must - matlab or Proficiency in Python and relevant libraries (TensorFlow, Keras, etc.) is crucial - Prior experience with time series predictions using LSTM will be highly regarded - Ability to interpret and visualize data insights Please include examples of previous relevant projects in your proposal. Looking forwar...

I am looking for an expert in deep learning to create a custom AI model for my needs. The specific goals of the model, the dataset for training, and the preferred deep learning framework are all open to discussion and will be determined collaboratively. Ideal Skills And Experience: - Proficiency in deep learning - Experience with AI model development - Familiari...deep learning to create a custom AI model for my needs. The specific goals of the model, the dataset for training, and the preferred deep learning framework are all open to discussion and will be determined collaboratively. Ideal Skills And Experience: - Proficiency in deep learning - Experience with AI model development - Familiarity with various datasets - Expertise in TensorFlow, PyTorch, and Keras - Strong collaborat...

I'm in need of a skilled engineer with a strong understanding of space vector modulation techniques applied to a matrix converter. The main ...converter. Ideal Skills & Experience: - Proficient in space vector modulation techniques - Extensive experience in designing matrix converters - Strong background in renewable energy systems - Excellent system optimization skills - Able to work in the conceptual design phase So, at the end following are the deliverables which is aligned according to the paper attached: 1. SVM for the matrix converter in simulink/matlab 2. SVM with Phase shift 3. Optimization of modulation to improve the converter efficiency ZVS for switches. 4. Report the simulation results in a pdf file meaning the methodology and handing over the simualti...

More details: What is the primary purpose of your website? E-commerce What features are essential for your e-commerce website? Product catalog, Shopping cart, User reviews, news subscription with catagory Which design style do you prefer for your website? Classic and traditional

I'm seeking an expert in object detection and machine learning to enhance an optimized YOLO (...optimized YOLO (You Only Look Once) model. The purpose of this project is to detect small objects, specifically, diseases on fruit trees via camera observations. Ideal candidates should have: - Deep understanding and experience with YOLO and other object detection models. - Experience in agricultural technology or plant disease detection. - Proficiency in Python and related ML libraries (TensorFlow, Keras, etc.) - Capability to optimize models for specific detection tasks. Please note, the specific types of diseases we will be focusing on have not been determined yet, therefore the model should be flexible and adaptable to detect a range of possible 'small objects' that...

I'm looking for an expert in AI & Software Development with a strong background in Deep Learning, specifically in image recognition, to help develop a system that can recognize faces and facial features. Key Responsibilities: - Design and impl...Learning, specifically in image recognition, to help develop a system that can recognize faces and facial features. Key Responsibilities: - Design and implement a deep learning model for facial recognition - Optimize the model for accuracy and efficiency - Collaborate with me to understand project needs and updates Ideal Skills: - Proficiency in Python and deep learning libraries (TensorFlow, Keras, PyTorch) - Experience in image recognition projects, specifically facial recognition - Strong problem-solving skills - Excellent c...

We are looking for a talented freelancer to create a video based on our script and a reference video. The video should be in a 3:2 landscape format and match the style of the attached example video. Key Requirements: The video must follow the style of the reference video. The CSS effect mix-blend-mode: difference should be used to mimic the visual effects from the website. Animations must be smooth and professionally executed. The final project must be delivered as an open Adobe Premiere file to allow for potential edits later. What We Offer: We are excited to work closely with a freelancer who is skilled in these techniques and can deliver high-quality work. This is a great opportunity for someone to showcase their creativity and technical abilities in a unique project. Importan...

Hi - I am need of someone who knows how to import whole slide images of cancer tumor biopsies into a CNN (convolutional neural network), then to do some image analyses of cluster/hot spots, also train/test, and provide tutorials Skills: Medical, python, pytorch, keras to do: Prep data, design model (using CNN), train model, eval the model, fine tune model

...should only display specific restaurant chains that I will provide. - Users should be able to select multiple restaurants at once using checkboxes, as well as dragging to select an area on the map. - For each restaurant displayed, the map should show the name, address, rating, and menu. - Users should be able to check availability of the selected restaurants on a specific date and time through for example an API connection with Zenchef. - Users should be able to book a table through the website Ideal Skills and Experience: - Proficiency in web development and experience with integrating Google Maps or similar mapping services. - Prior work with interactive web features is a plus. - Ability to work with provided data on specific restaurant. Please include examples of similar pro...

I need a lion icon created based on a provided example. Key Requirements: - The lion icon should incorporate the same similar color scheme (black/white), pose or stance, and facial expression from the provided example. - The final deliverables should be in PNG format, as well as the source files. Creative license ownership and rights ownership included. Ideal Skills: - Graphic design - Icon design - Proficiency in design software like Adobe Illustrator or Photoshop.

I'm seeking a proficient data scientist with deep learning expertise to develop a trading algorithm f...expertise to develop a trading algorithm for day trading in the stock market. I have an indicator in pine script that i would like to implement for the strategy Key Requirements: - Design a deep learning-based day trading algorithm - Incorporate a price prediction component - Focus primarily on maximizing profits Key Skills: - Proficiency in Python and deep learning libraries (e.g., TensorFlow, Keras) - Experience in algorithmic trading - Strong background in data analysis and financial markets Please note, the primary goal of the algorithm is profit maximization, but risk management will also be a vital aspect of the design process. this will need to be back tested befo...

...should run at 400kHz fast I2C bus. 5.)The priority of real-time processing should be close to real time. 6.)For each of the 16 inputs/outputs the possibility to be assigned in the Maschines/xxxxxx.h must be given as usual in GRBL. For example ( something like this ): #define X_LIMIT_PIN PCF8575_ADR_0x20_NUM_13 #define SPINDLE_OUTPUT_PIN PCF8575_ADR_0x20_NUM_3 (if necessary with details of whether input or output) 7.)Summary of where, what and why was changed or added. 8.)Explanation of the correct definition / assignment of the inputs and outputs Example how i used Input / output with platformio Framework Arduino: : lib_deps = xreef/PCF8575 library @ ^2.0.0 #include <Arduino.h> #include <PCF8575.h> // Set i2c address PCF8575 pcf8575(0x20); //PCF_1 PCF857...

I'm looking for a skilled 3D designer to create an interior design for a 12x4.5m therapy room in a modern style. This will be a relaxing room in a clinic setting. ( As per the video ) Key requirements: - The room should be designed primarily for therapy sessions ( two division one for 3 beds and restting area ) - Incorporation of comfortable seating - Integration of natural elements such as plants and water features - Use of ambient lighting to create a calm atmosphere Ideal skills and experience: - Proficiency in 3D design software - Previous experience in designing therapeutic spaces - Understanding of modern interior design principles - Ability to create designs that incorporate natural elements and ambient lighting.

I need assistance in setting up my environment with GPU-accelerated libraries and frameworks. Here's what I need installed on my system using Conda: **Core Libraries and Frameworks:** - **ThunderSVM:** For GPU-accelerated support vector machines (SVM). - **CuPy:** A NumPy-like library for GPU-accelerated operations. - **RAPIDS:** Including cuML, cuDF, and cuGraph for machine learning, pandas-like operations, and graph analytics. - **CUDA Toolkit:** Ensure the correct version compatible with all frameworks and my GPU. - **cuBLAS / cuML:** For machine learning operations (part of RAPIDS). - **Dask:** For scaling computations across multiple GPUs. - **TensorFlow / PyTorch:** For deep learning with GPU acceleration. - **NVIDIA Apex:** For optimizing PyTorch with mixed ...

"I am actively seeking a designer who possesses a profound understanding of branding. Proficiency in Maya, Adobe Suite, 3D Studio Max, and general image editing skills are prerequisites for this role. The brand in question is already well-established; however, it requires a sophisticated refinement while maintaining its appeal. Specifically, this project involves the design of a spirit label. If you lack the aforementioned skills, I kindly request that you refrain from applying or if you are trying to give the work to someone else. When I'm available online, I can provide further clarification. Please understand and NDA will be required to sign.

I need assistance in setting up my environment with GPU-accelerated libraries and frameworks. Here's what I need installed on my system using Conda: **Core Libraries and Frameworks:** - **ThunderSVM:** For GPU-accelerated support vector machines (SVM). - **CuPy:** A NumPy-like library for GPU-accelerated operations. - **RAPIDS:** Including cuML, cuDF, and cuGraph for machine learning, pandas-like operations, and graph analytics. - **CUDA Toolkit:** Ensure the correct version compatible with all frameworks and my GPU. - **cuBLAS / cuML:** For machine learning operations (part of RAPIDS). - **Dask:** For scaling computations across multiple GPUs. - **TensorFlow / PyTorch:** For deep learning with GPU acceleration. - **NVIDIA Apex:** For optimizing PyTorch with mixed precision t...

... Innovation: Contribute innovative ideas and solutions to improve the platform and keep it at the forefront of technology. Required Skills & Qualifications: Proven Experience: 5+ years of experience in AI/ML development and full-stack engineering. Technical Expertise: Proficiency in Python, Django, and React, with a strong understanding of AI frameworks such as TensorFlow, PyTorch, and Keras. AR/VR and CAD Experience: Hands-on experience with augmented reality development and CAD tools for creating interactive user experiences. Database Management: Experience with relational and NoSQL databases like PostgreSQL and MongoDB. API Development: Strong skills in developing and integrating RESTful APIs. Problem-Solving: Excellent analytical skills and the ability t...

I need assistance in setting up my environment with GPU-accelerated libraries and frameworks. Here's what I need installed on my system using Conda: **Core Libraries and Frameworks:** - **ThunderSVM:** For GPU-accelerated support vector machines (SVM). - **CuPy:** A NumPy-like library for GPU-accelerated operations. - **RAPIDS:** Including cuML, cuDF, and cuGraph for machine learning, pandas-like operations, and graph analytics. - **CUDA Toolkit:** Ensure the correct version compatible with all frameworks and my GPU. - **cuBLAS / cuML:** For machine learning operations (part of RAPIDS). - **Dask:** For scaling computations across multiple GPUs. - **TensorFlow / PyTorch:** For deep learning with GPU acceleration. - **NVIDIA Apex:** For optimizing PyTorch with mixed precision t...

...smart meter data (e.g., consumption figures, statistical properties) Implementing and comparing machine learning classifiers (e.g., kNN, SVM, Random Forests) to predict household properties such as occupancy, appliance stock, and energy-saving potential Optimizing models for accuracy and scalability Providing actionable insights that utilities can use to target households for energy consulting services Requirements: Experience with machine learning techniques and energy consumption data Proficiency in Python or R, and relevant machine learning libraries (e.g., scikit-learn, TensorFlow) Familiarity with feature engineering and classifiers like kNN, SVM, and Random Forests Ability to deliver clean, well-documented code and provide detailed analysis reports This p...

... Objective: Implement one of the papers chosen in Part A using Python TensorFlow Keras or Pytorch Libraries. Instructions: Implement the Paper: Utilize the methodologies or algorithms detailed in your chosen paper. Ensure that the URL for the dataset (public dataset) is mentioned clearly. Code Submission: Upload the Python .ipynb file. Download the .ipynb file as a PDF, ensuring all outputs are clearly displayed. ZIP files are not accepted. Assignment Template: Use the provided file or Google Colab for your work. File Naming Convention: DNN_assignment_2a_group##. Libraries: Use TensorFlow/Keras/Pytorch Plagiarism & Late Submissions: Any plagiarism will result in zero marks. Late