Keras multiclass classification jobs
...specialist capable of conducting image classification for facial detection using the YOLOv9 model on Colab. The primary goal is to pin-point and categorize human face images. The key tasks include: - Implementing YOLOv9 model on Colab for image classification - Prioritizing faces as the main class for identification and categorization - Enhancing the model to increase its detection degrees of accuracy - Ensuring the solution is scalable and effective The ideal candidate should have robust skills in: - Python programming - Deep Learning (specifically convolutional neural networks) - Proficiency in Google Colab - Prior hands-on experience with YOLOv9 or similar models. Please note that the work does not require detection and classification of specific fac...
I need an expert in Natural Language Processing, specifically in sentiment analysis and text classification, to assist with my project. While I haven't chosen a programming language for this task, I am open to suggestions. It's currently unclear if I will need a pre-trained or custom NLP model, so both options should be explored. Best fit for the job would include: - Extensive experience in NLP, especially sentiment analysis and text classification - Ability to provide insights on different programming languages for the task - Experience with both pre-trained and custom NLP models.
I'm urgently in need of a bookkeeper who can accurately categorize my last financial year's bank transactions and prepare them for inclusion in the General ledger. This task is primarily for tax filing purposes. My business currently operates on Quickfile so proficiency in this software is essential. Transactions classification is available in Excel, I'll be prioritizing freelancers who can demonstrate: - A strong background in bookkeeping - Knowledge of tax preparation, ideally within EXCEL - Quickfile experience - Proven ability to meet stringent deadlines. Your role will involve the correct categorization of numerous transactions, ensuring everything is in order for tax filing. Please be ready to start this project immediately as completion is needed ASAP.
...deliver a top-tier product to our clients! SKILLSET 1. **Advanced Programming Skills**: Proficiency in programming languages commonly used in AI development, such as Python, Java, or C++. Knowledge of frameworks and libraries like TensorFlow, PyTorch, or Keras can also be crucial for AI and machine learning implementations. 2. **Experience with Natural Language Processing (NLP)**: Since the application involves analyzing and processing resumes and cover letters, expertise in NLP is essential. This includes familiarity with text classification, sentiment analysis, and machine learning models that handle language data. 3. **Software Development Best Practices**: Understanding of software engineering principles, such as version control with Git, continuous integration/co...
I'm seeking a machine learning wizard, proficient in diverse tasks including Classification, Regression, and Clustering. Ideal Candidate: - Expert in Python programming. - Comprehensive experience with prominent machine learning libraries including Scikit-learn, TensorFlow, and PyTorch will be essential. This project will require the development and fine-tuning of diverse machine learning models, hence requiring considerable expertise in the same field. Your role will not only involve model creation but also optimization and performance evaluation. Your ability to handle complex multi-dimensional dataset will be integral in this project. Please only apply if you possess these capabilities and are prepared for a power-packed machine learning project.
'm seeking a professional in machine learning to help with an automated image classification project. Key requirements: - Experience in machine learning, specifically image classification - Strong understanding of Logistic Regression and Neural Networks - Strong understanding of key concepts within Machine Learning IMPORTANT: MUST BE ABLE TO POST REGULAR UPDATES AND PROJECT MUST BE FINISHED WITHIN 2-3 DAYS Your responsibilities if you take on this project would include: - Developing and training a machine learning model on images of objects - Training and testing of new model based on ResNet-18 - Testing and optimizing the model for accuracy - Outputting metrics such as accuracy, F1 score, precision recall curves etc - Visualise model performance through relevant p...
...explanation for its classification and an estimation of uncertainty. Responsibilities: - Data Labeling: Review each sample in the dataset and assign it to the appropriate quality class (B, C, or D) based on predefined criteria. - Explanation: Provide a comprehensive description for each sample's classification, detailing the specific features and characteristics that led to its placement in a particular quality class. - Uncertainty Estimation: Assess and document the level of uncertainty associated with each classification, considering factors such as data variability and subjective interpretation. - Preparation and Training: Before commencing the labeling task, you will undergo an introductory training session to familiarize with the dataset and the criteria...
I'm urgently looking for a skilled Flutter d...Flutter developer who can expertly integrate a BERT machine learning model into an existing app. The app is functional on both iOS and Android platforms. Here are the key project requirements: - Ability to flawlessly integrate BERT model into my app - Enhance the app with added text classification functionality Your experience should include but not limited to: - Proven history in Flutter development - Past performance of app development for iOS and Android platforms - Experience in adding text classification functionality It would be an added advantage if you have a clear understanding and past experience of implementing machine learning techniques on mobile platforms. Engage with me if you meet these criteria for a re...
I have a project that requires Image Classification and Path Finding Implementation. Please see attached. As a part of project, I will need you to explain to me your work because I have to present it. Budget is 60aud, slightly negotiable! I need work done today! If you re free to start immediately, please message me!
...preliminary chapters, I prefer to have 16 chapters of minimum thirty pages each. Present scenarios in SE. Integrity based SE scenarios. Successful scenarios based on total integrity and principal centerd behaviour. Self depleting and negative consequences on social behaviour of downward scenarios. Environment affected by negative shared entrepreneur use cases behaviour. Current major classification of SE in all aspects and possible improvement overview. Operating skills to manage negative SE to improve social and trade and environment resolution. A man life and SE relation to overcome negative energy generating usecases. How to overcome and work on those scenarios to improve or change state of mind to tackle challenges to overcome the negative results of effects to thes...
I am seeking a Python developer with expertise in image processing and Pytorch to assist with AI image processing in Python code. Key Requirements: - Skilled in Python programming - Proficient in Pytorch - Experience with image processing using AI - Ability to work with and integrate AI image processing code The task involves handling image processing tasks using AI, most likely image classification, object detection and segmentation. The outcome of the task is to have a functioning AI image processing code. Please get in touch if you have the necessary expertise.
I have a project that requires Image Classification and Path Finding Implementation. I need you to do this project for me asap, and to explain to me how it works since I have to present it. If you re free to start immediately, please message me!
I'm seeking a professional in machine learning to help with an automated image classification project. Key requirements: - Experience in machine learning, specifically image classification - Strong understanding of Logistic Regression and Neural Networks - Strong understanding of key concepts within Machine Learning Your responsibilities if you take on this project would include: - Developing and training a machine learning model on images of objects - Training and testing of new model based on ResNet-18 - Testing and optimizing the model for accuracy - Outputting metrics such as accuracy, F1 score, precision recall curves etc - Visualise model performance through relevant plots (e.g., confusion matrix, receiver operating characteristic curve, precision recall curv...
I need an experienced professional who can use Convolutional Neural Ne...user-generated videos. Since this project involves working with user-generated content, the ideal candidate should have prior experience or familiarity with similar work. Key Responsibilities: - Improve search accuracy by effectively classifying the video dataset - Enhance recommendation systems - Analyze user behavior based on classification results Applicants should pay special attention to: - Providing proof of experience in using CNN for video classification tasks - Describing previous successes in improving search accuracy and enhancing recommendation systems, especially with user-generated content. With your expertise, we can properly structure our dataset, thereby improving our overall syst...
I am in need of a specialized individual or team to conduct thorough geotechnical logging for infrastructure projects. Key aspects of the project include: -Field Logging soil using the Unified Soil Classification System -Field Logging rock cores for weathering, hardness, fracturing, percent recovery, rock quality designation -Completing field logs either on paper or with pLog Tablet -Leading drill crews from site to site -Preserving samples with foil and or plastic bags -Keeping track of hours and communicating with Project Manager -Assist with laboratory testing such as moisture content, atterberg limits, sieve analysis -Assist with utility locates and drill rig accessibility -Must be eligible to work in the USA -Must have a USA state issued Drivers License Ideal Skills and...
...me develop a system capable of identifying different types of brain tumors from MRI images. 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 transfer learning techniques The final deliverable of this project should be a functional ...
...Go to the notebook and obtain the dataset. 1.B Build an object detector. • using YOLO, and SSD. (need two separate notebooks) • Using the dataset, train, or fine-tune (a pre-trained model) to create an object detector. • Test on the test split of the dataset and report the results. • Show image examples of the detection performance. • Note, all platforms, i.e., mxnet, pytorch, tensorflow (and keras), have pre-trained models. You can use them, but you'll need to fine-tune and show your edits to obtain your own results. TASK 2 • Machine translation and seq2seq modeling • Build a seq2seq model for machine translation (English to French) • Using the example in , build your own model. • The notebook shows how to load the dataset. &...
...particularly Convolutional Neural Networks (CNN), and experience with popular frameworks like Tensorflow and Keras. The project will revolve around object detection using images as the primary data source. Key Requirements: - Object Detection: The primary goal of this project is to accurately detect objects in images. It is important that the model is able to identify objects of a specific size, so having experience in this area will be crucial. - Deep Learning Expertise: You should be well-versed in deep learning concepts, particularly CNNs. This will be essential in developing an effective object detection model. - Framework Proficiency: Experience working with frameworks like Tensorflow and Keras is a must. You should be able to leverage these tools to implement the ...
I'm seeking a proficient data scraper to extract both text and numeric data from a specified website for me. Key Responsibilities: - Scraping text and numeric data from a specified website. Desired Output: - The scraped data should be delivered in an Excel file format. Ideal Skills and Experience: - Proficient in web scraping, particularly for text and numeric data. - Familiarity with extracting data from websites. - Experience with delivering data in Excel format. Looking forward to receiving your proposals.
...cleaning and encoding the data and training an SVM model for classification. Key tasks: - Data preparation: Your main responsibility will be cleaning and encoding the data. This involves preparing the data for analysis and ensuring its quality. - Model training and evaluation: Once the data is ready, you'll train an SVM model for classification. This will involve running the model, analyzing its performance, and making necessary adjustments. Your experience with data preprocessing, particularly cleaning and encoding, will be crucial for this project. As you'll be working with both numeric and categorical data, it's important that you're comfortable handling both types. The main goal of the SVM model you'll be building is classification. ...
I'm looking for an intelligent computer vision system designed for the fashion industry with proficiency in these tasks: - Image classification: Your task will be to classify images according to the type, style or design of the clothing pieces. - Object detection: The system should detect different objects in an image helping with style recommendation. - Style recommendation: Based on the image classification and object detection, the system should provide intelligent style recommendations. - Image imposition: The system should be capable of imposing a dress image onto an individual. The imposition should apply the image to a person successfully and convincingly in an automated manner while also providing options for manual adjustments. Skills and Experience: - Strong ...
... I'm seeking a capable developer who excels in Python and AI to deploy my image classification project to a Tromero GPU Instance server. The main goal of the project is to classify different types of intruders. Key details: - Objective: Prioritize image classification specifically for intruders. - Intruder Categories: The AI needs to be capable of differentiating between two distinct intruder profiles. - Server Deployment: Deploy the Python-based AI project on a Tromero server. - Pulse Audio Libraries: Proper configuration of pulse audio libraries is required. The ideal candidate should have the following skills and experience: - Proficient in Python and AI, specifically in the field of image classification. - Familiarity with configuring and managing Trome...
I'm seeking a skilled freelancer in Python programming with a deep understanding of machine learning a...a deep understanding of machine learning algorithms. The main goal of this project is to create a machine learning model with Python that can be used for classification, regression, or clustering. It's important that the freelancer is able to provide explanations of the code and the underlying algorithms used. This is crucial as I'd like to understand the process and logic behind the model. Chat with me for full project details. Ideal skills and experience for this project include: - Proficiency in Python - Strong background in machine learning algorithms - Ability to clearly explain complex topics - Previous experience with classification, regression, and ...
I'm looking for a skilled individual who can enhance the squash equation in CapsuleNet to improve the accuracy of image classification. The focus will be on medical images, and the ideal candidate will be able to introduce a new method that has not been used in this context before. Key requirements: - Expertise in CapsuleNet and its squash equation - Strong background in image classification, particularly with medical images - Ability to innovate and introduce novel techniques to improve accuracy The successful applicant will help us push the boundaries of what's possible in medical image classification, and contribute to the development of cutting-edge technology.
This is a small project about Transformers to a problem of interest. You can pick any problem/dataset and implement a Transformer-based model to conduct a task (e.g., classification, regression, etc.) should consist: 1. Description of dataset/task. 2. Transformer Implementation 3. Transformer component changes. anything you need to change to make the model perform the task at hand (e.g., embeddings, output layer, etc.) 4. Training/Evaluation.
...input(seperate datasets are present for both text and image') and classify the meme into given labels for my project. here is my project Key Tasks: - Handling various Natural Language Processing tasks such as text classification, image classification - Development of a Multimodel Classifier that can effectively analyze text and images. Requirements: - Proficiency in Python for implementing the Multimodel Classifier. - Prior experience in Natural Language Processing and developing classification models. - Ability to work with text and image data for training the classifier. It's essential that the freelancer has a strong understanding of NLP techniques and can create a robust, efficient Multimodel Classifier. Looking forward to working with someone
This project is aimed at creating a two-model neural network code, in Python, for classifying a car ...the provided code. The freelancer should have: - High level understanding and experience in Python programming - Extensive knowledge and experience with neural networks - Ability to clearly explain complex programming models - Experience with Kaggle datasets is a bonus The scope of the project includes: - Data cleaning and preparation, if needed - Building two neural network models for classification of dataset - Providing a detailed explanation of the process and the functionality of the models in the code. The end deliverable should be an efficient Python code that classifies the car crash dataset using two neural networks models, and a comprehensive explanation of how they...
I'm looking for an experienced programmer in Python with a specialization in machine learning and deep learning. The project requires the development of a Classification model. The model's primary goal is to process and analyze natural language text. Key requirements include: - Proficiency in Programming: Fluency in Python is essential for this project. - Machine Learning Expertise: Experience in classification models is a must. I'm looking for a self-driven and motivated individual who can deliver high-quality work within the agreed timelines. If this sounds like you, I look forward to hearing from you.
I need your expertise in classifying a set of numerical data. My project requires an understanding of Decision Trees for successful implementation. Key requirements are: - Deep understanding of Decision Trees/Deep learning - Proficiency in numerical data analysis - Proven experience in data classification Expected Results:- - More than 90% precision for class 1 - More than 20% recall for class 1 here is the dataset: Having the skill to interpret and classify my existing dataset accurately, you will secure this project. Looking forward to a fruitful collaboration!
I seek a solution-oriented software developer to create a specialized software for my Windows system, which can apply multiple prediction models to an Excel sheet. Key Functions: - Incorporating various prediction models: This includes not only regression, classification, and clustering models, but also decision trees, neural networks, random forests, and support vectors. Ideal Candidate: - Expertise in developing Windows compatible software - Strong understanding of data prediction models - Knowledgeable in Excel functionalities - Ability to integrate sophisticated prediction algorithms The final outcome should be a user-friendly software that enhances my productivity by allowing me to apply versatile prediction models to my data effortlessly.
I am seeking a skilled programmer to create an advanced file management and archive program. Must possess excellent skills in file encryption, organization through folder hierarchy and search functionality. Key components: - File Encryption: The program should include a bread-and-butter security feature to protect the integrity of t...'multiple dimensions' for each file. This specifically means: - Tags: Each document should allow the assignment of predefined tags. This will make sorting and locating files more straightforward. - Categories: Similarly, each document should be classified under predefined categories. In essence, the ideal candidate should possess a deep understanding of complex file systems and document classification. An experience creating similar pro...
I'm seeking an expert to enlighten me on the intricacies of training and fine-tuning pretrained LLM models. My goal is to leverage these models for text generation, text classification, and question-and-answer applications. To that end, the key areas of focus during our Q&A session will be: - Strategies to choose the right dataset for these applications. - Techniques to optimize hyperparameters to realize optimal performance. - Ways to counter overfitting issues to guarantee model generality. For this project, Python will be our preferred programming language. Ideal bidders should have solid experience in Python and a deep understanding of LLM models. Your proficiency in handling overfitting, optimizing hyperparameters, and selecting appropriate datasets will be invalua...
I am looking for a sizable tabular dataset that consists of over 50,000 records and more than 100 features. The data should include a balance of categorical and numerical data types. Being specific, it could be related to the Healthcare or finance industry. It could be used for Data analysis, machine learning. I am open to diverse datasets that could support various investigations. The ideal freelancer for this project would be someone with impressive experience in data gathering or data creation, particularly in the healthcare field. They should have good knowledge of categorical and numerical data, and a good understanding of sizable databases. They should also be committed to maintaining the integrity and confidentiality of the information.
...implement CNN model in such system: --- Whether to build a CNN model directly for error detection, or to build a CNN model that recognizes elements, therefore, error detection will be done by pre-programmed algorithms. --- Is a single-class CNN model or a multi-class CNN model works better in situations where CNN model must detect formatting errors in textual documents. Experiments must be done with Keras or TensorFlow or similar library. Data sets will be provided for training and for test after request....
Project Title: Creation of a Labeled Hair Color Dataset Description: The objective of this project is to create a high-quality, diverse, and labeled hair color dataset. The dataset will be used for the development and testing of machine learning algorithms related to hair color recognition and classification. This project will take place in two steps: Step 1: Initial Testing Phase We require a collection of 500 high-quality images, with 100 images for each of 5 distinct hair colors.(Black, Brown, Blond, Red, Gray) This initial batch is intended for quality assurance to ensure our requirements are met. Step 2: Expanded Dataset Upon satisfactory completion of the first step, we would proceed to the second step which involves the collection and labeling of 20,000 images - 500 ima...
I'm looking for a coder with expertise in Python and, ideally, has previous experience with Graph Neural Networks (GNN). The goal is to create a classifier that can distinguish between two classes - ...Python programming language for GNN classifier implementation. 2. Incorporate UNSW-NB15 Dataset to structure the graph with nodes and edges. 3. The classifier should focus specifically on the features of edges for classification. 4. Deliverable will be a GNN implementation that will classify edges of the graph using edge features This project requires knowledge of Python, GNN, and familiarity with the UNSW-NB15 Dataset. Your ability to conceptualize, develop and deliver a working GNN classifier, focusing on edge weights, is essential. Previous experience with edge classif...
I own a YOLOv8 model formatted in keras-cv and need a skilled professional to convert it into the latest version of TensorFlow Lite. The crucial function of my model is its real-time object detection capabilities. The objective is to utilize this model for object detection on a Raspberry Pi, and this functionality must be maintained post-conversion. Ideal Skills and Experience: - Proficiency in TensorFlow Lite - Experience in YOLOv8 model - Familiarity with keras-cv format - Experience working with Raspberry Pi - Proven track record in object detection models conversion.
As the ideal candidate for this project, you will be proficient in Python and JavaScript and have proven experience in the development of machine learning classification platforms. Key Responsibilities: - Implementing and managing data preprocessing - Overseeing model training - Model evaluation - User authentication - Ensuring data security - Enabling scalability - Providing API access It is crucial that you can design a platform with a user-friendly interface and responsive design. Your role will involve translating our requirements and objectives into a functional and eye-catching strategy. This is a project - and potentially long-term role - reserved for a dedicated full-stack developer with an eye for detail and a passion for delivering high-quality outcomes.
I own a YOLOv8 model formatted in keras-cv and need a skilled professional to convert it into the latest version of TensorFlow Lite. The crucial function of my model is its real-time object detection capabilities. The objective is to utilize this model for object detection on a Raspberry Pi, and this functionality must be maintained post-conversion. Ideal Skills and Experience: - Proficiency in TensorFlow Lite - Experience in YOLOv8 model - Familiarity with keras-cv format - Experience working with Raspberry Pi - Proven track record in object detection models conversion.
...Intelligence services to assist with data extraction, text analysis, and document classification. This project is designed to result in the storage of extracted text in JSON format to enable easy search and retrieval. Key Responsibilities: - Data Extraction: Extracting relevant information from PDF files in a structured and organized manner. - Text Analysis: Proficiently analyzing the extracted data to draw meaningful insights. - Document Classification: Categorizing documents based on their content and purpose. Preferred Skills: - Expertise in Microsoft's Document Intelligence framework. - Proficiency in working with PDF files for data extraction. - Strong background in text analysis and document classification. - Experience in storing extracted text in JSON...
I'm in need of a deep learning expert to develop a safet...specific platform compatibility is required at this stage. The system's primary goal is to ensure the safety of workers by accurately identifying if they are wearing safety helmets or not. While there are no explicit freelancer prerequisites for past work and detailed project proposals, expertise in the following areas would enhance your application: - Deep learning frameworks (like TensorFlow, Keras, PyTorch, etc.) - Computer vision - Image and video processing Understanding of workplace safety protocols would be a plus. Your task will involve developing the algorithm and training it with data sets to ensure maximum accuracy and efficiency in the real-world environment. Please apply if you can uphold the objecti...
I own a YOLOv8 model formatted in keras-cv and need a skilled professional to convert it into the latest version of TensorFlow Lite. The crucial function of my model is its real-time object detection capabilities. The objective is to utilize this model for object detection on a Raspberry Pi, and this functionality must be maintained post-conversion. Ideal Skills and Experience: - Proficiency in TensorFlow Lite - Experience in YOLOv8 model - Familiarity with keras-cv format - Experience working with Raspberry Pi - Proven track record in object detection models conversion.
I own a YOLOv8 model formatted in keras-cv and need a skilled professional to convert it into the latest version of TensorFlow Lite. The crucial function of my model is its real-time object detection capabilities. The objective is to utilize this model for object detection on a Raspberry Pi, and this functionality must be maintained post-conversion. Ideal Skills and Experience: - Proficiency in TensorFlow Lite - Experience in YOLOv8 model - Familiarity with keras-cv format - Experience working with Raspberry Pi - Proven track record in object detection models conversion.
I own a YOLOv8 model formatted in keras-cv and need a skilled professional to convert it into the latest version of TensorFlow Lite. The crucial function of my model is its real-time object detection capabilities. The objective is to utilize this model for object detection on a Raspberry Pi, and this functionality must be maintained post-conversion. Ideal Skills and Experience: - Proficiency in TensorFlow Lite - Experience in YOLOv8 model - Familiarity with keras-cv format - Experience working with Raspberry Pi - Proven track record in object detection models conversion.
I own a YOLOv8 model formatted in keras-cv and need a skilled professional to convert it into the latest version of TensorFlow Lite. The crucial function of my model is its real-time object detection capabilities. The objective is to utilize this model for object detection on a Raspberry Pi, and this functionality must be maintained post-conversion. Ideal Skills and Experience: - Proficiency in TensorFlow Lite - Experience in YOLOv8 model - Familiarity with keras-cv format - Experience working with Raspberry Pi - Proven track record in object detection models conversion.
I'm in need of an expert in Python who can implement a neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NLP tasks. Training a neural network model for natural language processing. Specifi...processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.
Seeking a skilled and experienced developer to execute an AI-based Android app meant to perform tasks such as image classification and face recognition. An integral requirement for this role is proficiency in the integration of JNI C++ libraries. The foundations of the project include: - Development of an app compatible with Android phones - Integration and enhancement of machine learning algorithms into the app - The app must process object detection & tracking tasks using machine learning The ideal candidate should have: - Prior experience in Android app development - Strong knowledge of machine learning - Proficiency in the integration of JNI C++ libraries Integral to success in this project is a developer's ability to balance technical machine-learning objectives ...
...to quickly identify and fix whereas I would have to spend an much more time to identify it Main Goal: Increase website traffic Target Audience: it is HVAC ecommmerce heavy equipment sales which are shipped into the field, nationwide with fulfillment centers in nearly every state, so ship to the fields locally to the buyer which needs to be emphasized as HVAC is in essential service product classification so the demand is high, and even higher, when locally shipped and fulfilled that as a authorized direct dealer of the brand can do this locally for much quicker local service than competitors having to ship and fulfill from whatever home state the company is in Budget: Less than $500 per month Skills and Experience: - Proven experience in managing successful Google Ads campaig...
Project Description: I am looking for a skilled Data Analyst to help develop a system for classifying email messages as SPAM or HAM. This involves downloading data from a public source, processing it to extract and compute various features, and analyzing these to determine patterns indicative of SP...Skills: R Programming: Must be highly proficient in R for complex data manipulation and analysis tasks. Data Extraction: Experienced in skillfully extracting and processing data from large datasets. Statistical Analysis: Capable of applying statistical methods to analyze and interpret data. Machine Learning: Should have a foundational understanding of machine learning techniques relevant to classification. Data Visualization: Expertise in creating clear and insightful visual data repres...
