Weka vs tensorflowproiecte

Am nevoie de o aplicatie in tensorflow pentru comanda vocala, aplicatia trebuie sa fie in romana.

Numele meu este Simona Patru, reprezint un grup de firme care activeaza in principal in domeniul Horeca. Avem in-house un contabil care se ocupa de contabilitatea primara, insa ne dorim o persoana care sa ne ajute pe partea de verificare, raportare, depunere declaratii lunare, balante, bilanturi, cash flow, etc. Credeti ca ne-ati putea ajuta in regim de colaborare? ...Imbunatateste procesul de lucru din punct de vedere financiar-contabil; coordonarea operatiunilor contabile zilnice; • Elaborarea si depunerea raportarilor fiscale periodice; • Gestionarea eficienta a miscarilor de lichiditati; • Efectuarea calculatiilor si regularizarilor impozitelor, taxelor si intocmirea declaratiilor fiscale; • Urmarirea indeplinirii aspectelor financiar contabile din contracte (plati...

Doresc sa folosesc un pic18f46, o plăcută de la mikroelekttonica mp3 click cu vs 1053 si un card reader tot de la mikroelekttonica, Partea aceasta din proiect trebuie sa permită înregistrarea in format mp3 pe sd si redarea datelor de pe sd. Proiectul as dori sa fie facut in mikroc pentru ca exista toate bibliotecile. Și mai am părți din proiect făcute tot in mikroc

Doresc un add-on pentru situl flightradar24 pentru a avea acces la unele instrumente suplimentare. 1. Calculeze diferența dintre ruta reala vs ruta cea mai scurta a aeronavelor precum si introducerea acestora într-o baza de date. 2. Posibilitatea creeri unui aeronave simulate cu abilitatea de a fii manevrata din soft (directie, viteza, altitudine). 3. Afișarea unor alerte de coliziune intre aeronava simulata si o aeronava reala/simulata precum si generarea unor soluții de deconflictare conform unor algoritmi.

Salut, Caut o persoana care sa vorbeasca limba romana si sa poata face o pagina prin care sa se interogheze contul de analytics iar de acolo sa extraga l... -numarul de vizitatori online -un grafic cu ultimele 7 zile (vizitatori) -un tabel cu ultimele 30 zile (vizitatori, vizite, afisari, durata) -un tabel cu ultimele 12 luni (vizitatori, vizite, afisari, durata) -bounce rate, average sesion duration, new session, pages/session -demografic: tara, oras / browser, sistem de operare / mobil vs desktop vs tablet -news visitator vs returning, referer, lista referer, top pagini accesate, top cuvinte cautate. Am sa pun la dispozitie o schita cu cele 2 pagini, am o tema pentru design pe care o putem folosi la design. Astept of...

...trebuie sa pastreze caracteristici generale din domeniul nostru (termeni tehnici, sfaturi utile, statistici) dar si sa scoata in evidenta avantajele companiei noastre (piese de calitate, seriozitate, expertiza tehnica, etc.) Subiectul principal al fiecarui articol va fi unul din cele de mai jos la libera alegere : - Intretinerea corespunzatoare a utilajelor de constructii; - Piese second hand vs piese noi ; avantaje si dezavantaje; - De ce pretul mic nu este intotdeauna cel mai bun? - Piese aftermarket de origine europeana versus piese Asia cu origine incerta; - Cat de mult conteaza suportul tehnic si experienta furnizorilor in identificarea corecta a pieselor ; Acceptam si alte teme propuse de dvs. atata timp cat se incadreaza in domeniul nostru. Stam la dispozitie cu ...

Traduce din romana in spaniola 2-3 recenzii sportive pe zi in jur de 300 de cuvinte recenzia .In jur de 60 pe luna .Exemplu :

...the voice provided by the user - Change the voice of music provided by the user to the voice provided by the user Skills expected of you 1. Strong background in machine learning, deep learning, and neural networks. 2. Experience with audio signal processing and familiarity with audio data preprocessing techniques. 3. Proficiency in Python and experience with machine learning libraries such as TensorFlow, PyTorch, and Keras. 4. Knowledge of music theory and composition is a plus. 5. Experience with voice synthesis technologies such as WaveNet, Tacotron, or similar frameworks. 6. Familiarity with data augmentation libraries such as SpecAugment or Audiomentations. 7. Ability to work with datasets and experience with data preprocessing libraries like Librosa or SciPy. 8. Experience ...

I am seeking an expert in Python to design a basic face recognition attendance system. This project integrates a MySQL database, driven by a Python-based face recognition component. Ideal skills for the project include: - Proficiency in Python - Experience with OpenCV, TensorFlow, Dlib, or comparable libraries - Proficiency with MySQL databases Primary tasks will be: - Developing the face recognition component - Creating and integrating a MySQL database schema - Making informed suggestions regarding model training Your expertise and creative solutions will play a huge role in this project. I look forward to your ideas!

I'm seeking a skilled Python developer who can aid in creating, training, and testing a Convolutional Neural Network (CNN). Specific context about the desired classification problem and the type of images for training/testing are yet to be determined and will be shared as...output, which will be discussed further after kickoff. For this task, proficiency in Python and familiarity with machine learning and deep learning frameworks are critical, specifically in areas related to: - Python, with emphasis on libraries for data analysis and manipulation (such as Pandas, Numpy), data visualization (like Matplotlib, Seaborn), and machine learning (including Scikit-Learn, TensorFlow, Keras). - Convolutional Neural Networks - Experience with image processing tools and libraries will b...

I am in need of an expert cloud architect skilled in AWS . Your primary responsibilities will include: Teaching me Landing Zones Mentoring Cloud architect Regular consultation in shaping up the cloud architecture as we evolve as a business cost vs performance vs business needs Solution architect Please note: - I am seeking an individual, not a company. Only industry professionals need apply. - You should be able to provide a practical demonstration of your skills in these areas. - Your proficiency with cloud Architect and Cloud operations will be a critical factor in the selection process. NOTE: STRICTLY NO BEGINNERS OR RANDOM WEB DEVELOPERS OR EASY MONEY ATTITUDE PERSONALITIES DO NOT APPLY FOR THIS If you meet these criteria, please apply with details of your relev...

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...the voice provided by the user - Change the voice of music provided by the user to the voice provided by the user Skills expected of you 1. Strong background in machine learning, deep learning, and neural networks. 2. Experience with audio signal processing and familiarity with audio data preprocessing techniques. 3. Proficiency in Python and experience with machine learning libraries such as TensorFlow, PyTorch, and Keras. 4. Knowledge of music theory and composition is a plus. 5. Experience with voice synthesis technologies such as WaveNet, Tacotron, or similar frameworks. 6. Familiarity with data augmentation libraries such as SpecAugment or Audiomentations. 7. Ability to work with datasets and experience with data preprocessing libraries like Librosa or SciPy. 8. Experience ...

I need an expert in digital image analysis to conduct a thorough comparative study between a TIFF and a jpg file. Key Points of Analysis: - The two files should be proven to be distinct images. - It should be demonstrated that there has been no manipulation done on either of the files. - Image J and Photoshop knowledge mandatory Methodology: - A detailed file structure analysis to identify any differences between the two files. - A comparison of metadata to ensure that there has been no tampering with the image information. - A pixel-by-pixel comparison to establish that the images are distinct. - Image J and Photoshop knowledge mandatory Additional Requirements: - I am open to any other methods or tools that the expert may choose to employ to achieve the objectives of this project. T...

I'm looki...designer to create a modern-style logo and brand book. - The design should primarily feature purple(main color), blue, and black colors. - Applicants should have experience in modern logo design and be able to work with the provided color scheme. - A strong portfolio showcasing similar work will be highly valued. List of the things required to be included in the brand book: - Logo(variations, max vs min size, colors applications) - Typography(family font, structure) - Colors(color palette/guide) - Gslide template - Gdocs template - Applications(Dekstop, mobile, tablet) - Merch applications This project requires creativity and a good understanding of current logo design trends. If you have the right skills, please apply. More details will be provided to the cho...

...cell temperature than the one mentioned in the paper. The UDF contains the data points and Time extrapolated from the research paper (Fig. 5). The heat generation is calculated using q''' = rho*Cp*dT/dt. (The work should be done on ANSYS Fluent). Key Tasks: - Conduct detailed thermal analysis and simulation on a Li-ion battery. - Show the transient response of cell temperature vs. Time (s) and heat generation (W/m3) vs. Time (s) - Temperature contour plots - Update UDF code. - Provide recommendations and solutions based on the analysis. - The simulation data should match the graph (Fig. 5 from the paper) Ideal Skills: - Proficiency in thermal analysis and simulation tools. - Strong understanding of Li-ion battery technology. - Experience in similar proj...

...Project Requirements: - **AI Model Development**: An accurate bone fracture detection model should be developed using Python and TensorFlow. The primary goal of the model is to ensure precision in diagnosing fractures from X-ray images. You can use any datasets available online for free. Model should be able to predict the fracture, body part, highlight the fracture part, - **User Interface**: The UI should be designed to offer an intermediate level of interactivity. This includes incorporating some interactive elements like progress bars to enhance user experience. Use HTML, CSS, Javascript for this. Ideal Skills and Experience: - Proficiency in Python and TensorFlow, with demonstrable experience in building and training deep learning models. - Strong grasp of web ...

...learning for students worldwide. We need your expertise to build an interactive and user-friendly website that caters to both tutors and students. Think: usability first, with a focus on creating an engaging learning experience. Here's what you'll be building: - A dynamic and user-friendly website. - Sign-up/sign-in pages for tutors and students. - Different user experiences based on user type (tutor vs student). - Integrating website with Google Meet and Google Forms. Ideal Freelancer - Experienced in building business websites with React.js and Node.js (or similar frameworks). - An expert in crafting user-centric and interactive web interfaces. It is important that the designer can provide examples of their work on similar projects. This is more than just a proj...

...learning for students worldwide. We need your expertise to build an interactive and user-friendly website that caters to both tutors and students. Think: usability first, with a focus on creating an engaging learning experience. Here's what you'll be building: - A dynamic and user-friendly website - Sign-up/sign-in pages for tutors and students - Different user experiences based on user type (tutor vs student) - Integrating website with Google Meet and Google Forms Ideal Freelancer: - Experienced in building business websites with React.js and Node.js (or similar frameworks) - An expert in crafting user-centric and interactive web interfaces It is important that the designer can provide examples of their work on similar projects. This is more than just a project; ...

Here is the another one - same style and design as the others. Here are the files:

I am seeking a professional highly experienced in Sage reporting to generate standard reports for Supply Chain Management. Key examples include: Inventory Management: e.g., On-hand quantities, weeks on hand by part and storage location. Supplier Performance Management: - Spend by supplier. - On-time delivery report (receipt date vs required date). - Lead time analysis by part and supplier, including trend analysis. Open PO and aging report Additionally, there may be ad-hoc reporting needs. Ideal Skills and Experience: Proficiency in Sage Reporting software is required. Prior experience with supply chain data and reporting is highly preferred. Strong attention to detail and the ability to create accurate, user-friendly reports.

...user-friendly way as mentioned below: 1. Date Range: The spreadsheet must cover a specified date range, which I'll provide upon hiring. 2. Included Players/Teams: The spreadsheet should cover designated players and/or teams - the specifics of which I'll supply once you're on board. 3. Additional Factors: In keeping with the finer details, the spreadsheet should also cover the Date of Game, Team A vs Team B data, analysis on which pitcher is better, and predictions on which team will win. The ideal candidate will have a strong background in data manipulation, particularly in Excel or similar tools. But more than just your average data enthusiast, I'm specifically looking for someone with a deep understanding of baseball. If you can hit a home run with MLB sta...

I have the distilberd model in .onnx format. it cant be done with tflite as i have not used tensorflow in my project. i need a flutter developer to start the integration immediately. it is a model for text classification. my budget is no more than 25 euros for each model. i have 3 models in total all similar on the same application. please bid only if you have time and agree with the budget. i dont want any bargain

...learning integration for a timely project. More specifically, I'm currently using PyCharm and a variety of ML frameworks or libraries to test a range of custom signals. The ideal candidate for this project should possess the following skills and experience: - Proficiency in PyCharm IDE for Python - Familiarity with various machine learning frameworks or libraries, including but not limited to TensorFlow, PyTorch, Scikit-learn, Keras, MXNet, and Caffe - Experience in integrating different ML stacks The top priority is to have this project completed as soon as possible. Be prepared to share your approach and timeline for project completion during our discussions. Your adaptability and ability to handle tight deadlines will be highly valued in this project. Let's test ...

...requires a candidate with extensive expertise in AI, blockchain technology, and systems infrastructure to drive the implementation and scalability of the platform. More than 5 years of experience. Responsibilities: Design and develop a Layer 1 blockchain infrastructure optimized for task distribution in decentralized environments. Implement and maintain AI services using frameworks such as TensorFlow, PyTorch, Caffe2, and MXNet. Develop blockchain components, focusing on smart contracts and decentralized applications (DApps) integration. Manage cloud-based and on-premise GPU nodes, including deployment, scaling, and monitoring. Ensure system reliability and scalability through effective DevOps practices, including CI/CD pipelines, containerization, and orchestration. Optimize G...

...platform. Your primary goal will be to combine AI, blockchain, and systems infrastructure knowledge to create a high-performance and secure platform that's fully scalable. Responsibilities: Design and develop a Layer 1 blockchain infrastructure specifically optimized for task distribution in decentralized environments. Design, implement, and maintain AI services using popular frameworks such as TensorFlow, PyTorch, Caffe2, and MXNet. Develop blockchain components, focusing on smart contracts and decentralized applications (DApps) integration. Manage cloud-based and on-premise GPU nodes, including deployment, scaling, and monitoring. Ensure system reliability and scalability through effective DevOps practices, including CI/CD pipelines, containerization, and orchestration. ...

I'm looking for someone who can create an illustration of the version of Carmen Sandiego from the Where on Earth Is Carmen Sandiego? cartoon (1994-199) fighting the Carmen Sandiego from the Netflix series (2019-2021) I have pictures of both characters to use as reference. Please make each character look exactly like how they look in their show, same art style, colors, etc. Show the characters just about to fight; don't show them actually hitting each other.

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Must be able to meet via Microsoft Teams I'm looking for a Python developer who can provide me with hands-on assistance in my project development within VS Code. Key Tasks: - Code Debugging: I require assistance in debugging my Python code. The ideal freelancer will be able to analyze and troubleshoot my code to identify and fix any issues. - Package Installation: I'm using Django, Flask, and NumPy in my project, and I need help installing these packages correctly within my development environment. - API Integration: As part of my project, I need to integrate several APIs into my Python code. The successful freelancer will be able to guide me on how to implement these integrations effectively. Python Version: - I'm working with Python 3.x, so experience with this v...

We're see...Users should be able to edit the generated LaTeX code if modifications are needed. They can then download the result as a docx, doc, or LaTeX file. Additionally, there should be a copy-to-clipboard icon for easy use. - An easy-to-understand UI will be appreciated. Key Skills: - Proficiency in Python programming language. - Experience with machine learning and deep learning frameworks such as TensorFlow, PyTorch, or Keras. - Strong understanding of computer vision techniques and OCR algorithms. - Web development skills using frameworks like Flask or Django or Streamlit. - Familiarity with image processing libraries such as OpenCV. - Excellent problem-solving and communication skills. If you have already worked on similar task. please attach work samples in your ...

I have a back end code for a project of phishing website detection…it is a CNN vs LSTM comparative study …but I want a person who can develop a UI for that project as well as who can explain that code to us

I'm seeking an experienced Python - TensorFlow/PyTorch developer to build a Deep Learning model for brain tumor classification. You should be adept with the following tools and libraries: The primary objective of this project is to create a reliable classification system that can accurately differentiate between brain tumors (types). The project will involve the development of a 3D convolutional neural network (CNN) along with transfer learning that can process the provided MRI images effectively. Key requirements for this project include: - Extensive experience in machine learning, particularly with CNNs - Proficiency with medical image analysis, particularly with MRI images - Previous experience with brain tumor classification is highly desirable - Strong understanding of t...

...yearly balance (in Euro) in the respondent’s bank account (negative amount means bank overdraft)  Housing : whether the respondent has a housing loan (No vs Yes)  Loan : whether the respondent has a personal loan (No vs Yes) Hint: You need to transform categorial data into numerical data. For example, re-express “Education” as 0 (unknown), 1 (primary), 2 (secondary) and 3 (tertiary). Also, the data does not have any missing entries; hence, you don’t have to ‘clean’ the data. Required: The classification goal is to evaluate the accuracy of the (choosen) model in predicting if a respondent will subscribe to the term deposit (No vs Yes) offered by the bank. Use all the knowledge that you have gained in class on KNN-classifica...

We're working on promoting and expanding our VS CRM solutions across several African countries. Our primary focus is on Nigeria, South Africa, Kenya, and many more. Visit before bidding. Key Goals: - Developing partnerships: We're looking to forge alliances with local IT companies and propel our marketing forward. We believe aligning with businesses having specialized knowledge could provide mutual growth opportunities. Ideal Candidate Skills and Experience: - Experiences in IT company partnerships - Brilliant networking skills across African markets, particularly in Nigeria, Kenya, and South Africa - Strong background in promotional strategies and CRM marketing - Previous experience with VS CRM would be an added advantage. The ideal freelancer will help u...

In this project, I'm seeking an expert in 3D animation who can create a realistic and detailed animation focused on showcasing my product, in a style reminiscent of a Bud Ball scenario (Bud light vs. Bud regular). Key Responsibilities: - Develop a realistic 3D animation for product presentation - The animation should emphasize the product's design and features. Ideal Skills and Experience: - Proven experience in creating detailed and realistic 3D animations - Prior work in product showcase animations - Strong understanding of storytelling through animation - Familiarity with advertising concepts is a plus

I have installed Tabby in my Windows. It seems running OK. I have also installed it ini VS Code. But it does not seem working. I need you to help me set up Tabby ML properly so that it works in Visual Studio Code or another coding tool. Key Responsibilities: - Configure Tabby ML to work seamlessly with Visual Studio Code The work has to be done remotely using a control software.

I'm looking for a skilled AI engineer with experience in finance, proficient in Python, TensorFlow, and PyTorch. Key Responsibilities: - Design and implement machine learning algorithms to analyze financial data - Develop natural language processing models to process and interpret financial texts - Implement computer vision techniques for data visualization and pattern recognition Ideal Skills: - Proficiency in Python, TensorFlow, and PyTorch is a must - Experience in the finance industry is a plus - Strong understanding of machine learning, NLP, and computer vision techniques - Ability to work with diverse and complex datasets If you're a proactive AI engineer with a keen interest in finance and a proven track record of implementing AI solutions, I'd love t...

I'm in need of an expert in Machine Learning with a strong proficiency in Python. The successful candidate will be assisting me with various stages of my project. Key Tasks: - Data Preprocessing: You will be tasked with cleaning, transforming, and preparing ...background in Machine Learning. - Prior experience with data preprocessing, model development, and model evaluation. - Excellent problem-solving and analytical skills. - Strong communication skills to effectively communicate complex concepts. - The ability to understand business objectives and translate them into technical requirements for ML models. - Familiarity with libraries and frameworks like TensorFlow, scikit-learn, Keras, etc. Please provide examples of previous work in the field of Machine Learning and Python...

...further develop ideas; clarify points; improve overall organization, clarify transitions between paragraphs, arrange sentences logically within paragraphs, etc.) • Edit and proofread with careful attention to word choice and standard conventions of grammar, punctuation, spelling, and documentation of sources. What is the topic of your research argumentative essay? Cannabis use during pregnancy risks vs benefits What information should successful freelancers include in their application? apa citations and good research skills How soon do you need your project completed? Within a month...

As an AI-driven project, I am seeking a freelancer experienced in machine learning to implement TensorFlow, scikit-learn, and PyTorch open-source tools to analyze and predict certain events. My project involves systemically analyzing data from different sensors, namely temperature (temp), relative humidity (RH), and other miscellaneous sensors. The outcome of this analysis should be predictive models capable of discerning behaviors, such as detecting when an AC unit has been turned on or off. Ideal characteristics: - Expertise in TensorFlow, scikit-learn, and PyTorch - Experience with influxdb / MQTT data handling - Strong statistical analysis skills - Knowledge in real-time data processing Your task would be to design systems that generate real-time notifications upon th...

I am looking for someone to hop on a zoom call and walk me through how to deploy that React Native app to TestFlight. I also need to setup some environment variables before deploying to testflight and would like to understand how to have separate dev vs test vs production environment variables in the app. Finally, need to ensure we can install the app on test user devices (1 test user) Scope in summary: 1. Setup environment variables for dev vs test-flight vs production 2. Successfully deploy to test-flight 3. Onboard a test user to test-flight app Your skills: You must be a seasoned React Native developer with extensive experience deploying apps to Test Flight and be able to hop on a zoom call

I need a Python script to retrain a MobileBERT model for a Named Entity Recognition (NER) task in Tensorflow. The model should be able to detect specific entities in text queries relating to various types of media files. The ideal freelancer for this project would have a solid understanding of Python, machine learning, NLP, and experience with BERT models. Features of the Python Script: - Process text queries obtained from a CSV file (example CSV attached) - Detect entities such as: - Persons - Places - Events (e.g., weddings) - Dates - Number of individuals visible - Media type (Image, Video, Audio, Text) - Detailed type (Interview, Landscape, Close Up, Group, etc.) - Length - Content - Retraining should be based on a provided CSV file containing Sentence, Enti...

I am seeking a seasoned Qlik Sense developer to over...Functionality: Enable detailed examination of data down to individual product sales. Include robust filtering options to analyze data across various dimensions and timeframes. Implement features to compare sales by location on different bases, such as: Yesterday vs. the same day the previous week. Yesterday vs. the same weekday last year. Week to date vs. last week. Week to date vs. the same week last year. Week to date vs. the same week last year, accounting only for locations open during both periods (like for like). Yesterday vs. the same day last year, like for like basis. Skills and Experience Required: Expertise in Qlik Sense application development—candidates should be able to sh...

...we mutually agree to effort - we agree to delivery dates - we assign you the task after mutually agreed - you implement, test and deliver - you provide also unit /integration tests to ensure code is always working - you document each required step to make interaction of systems to work - we test on our premise (you maybe help to fix issues) - we pay (basically the rules of freelancer) Closed book vs open book? We work only on open book. Closed book means you are unwilling to define a WBS for the work and you add only a price tag to the task. We are sorry we will not hire you in such a case! coding requirements: - clean code in terms of clean code book - best practices for development (code level documentation, common patterns, OOP as possible) - best practices for agreed and ...

As a passionate economics enthusiast, I'm excited to create a product that ponders upon, 'Australian Economy Vs Canadian Economy- Which is better?' For this, I require a skilled video editor with experience in creating long-form, documentary-style videos. The final video should span over 10 minutes. Key Responsibilities: - Source and incorporate relevant footage/materials as I will not be providing these. - Brainstorm and execute innovative ideas to make the documentary engaging and insightful. - Adhere to the documentary-style video editing. Ideal Skills: - Proven experience in documentary-style video editing. - Capability to source relevant footage/materials. - Strong creativity and storytelling skills. - Good understanding of economic subjects would be a plus...

Advise as to whether vs code or arduino ide would be more suitable Complete a project containing the various pages of code, organised and zipped, ready for unpacking and modification/use. //* comment heavily, briefly explaining the features as you go. Use caps lock for anything that requires editor attention or input. Intended for hardware devices: • Xiao Esp32-S3 Sense (I call 'sense') • a small bulb such as this: • ESP32-4848S040C_I_Y_3 (I call '484') • a small speaker, such as this: Each sense should be assigned the placeholder for 2 micro servos. So if a new sense is selected via the 484 at any time, it is assigned a light as well as 2 servos. No functionality is currently required of the servos but the coding should

We are looking for an AI expert to train us in the deployment and fine-tuning phases of an...expert to train us in the deployment and fine-tuning phases of an AI model. The Training session will need to: - Provide comprehensive training on AI model deployment and fine tuning. - Ensure focus on enhancing performance and improving accuracy. - Propose innovative approaches for creating new features. Ideal Skills and Experience: - Proficiency in AI and ML concepts. - Familiar with Python, TensorFlow, and PyTorch. - Experience in deploying multiple types of AI models, with expertise in Natural language processing models, Mathematical models and recommendation system models being a notable advantage. Please note this project primarily requires guiding and training, not actual execution...

I urgently need an expert to install CUDA on my Ubuntu Linux system for Tensorflow and Pytorch

I urgently need an expert to install CUDA on my Ubuntu Linux system for Tensorflow and Pytorch

In this assignment, we are going to use the following data set: http://archive.ics.uci.edu/ml/datasets/Polish+companies+bankruptcy+data#Links to an external site. We are using the 1st year data set ( Download ). Arff is a file extension from weka. In order to import the file you can do the following: From import arff data=(‘’) data=(data[0]) Please read the data description for the goal of the prediction problem.