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    1,479 numpy jobs found, pricing in SGD

    More details: What specific tasks do you need the Python developer to handle? Web development,Scripting,Data analysis Are there any specific frameworks or libraries that the Python developer should be familiar with? NumPy,Pytorch,NLTK What is the primary goal or objective of the project? Building a web application And also software

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    I am looking for a Python developer who can create an analysis bot that specializes in data analysis. The bot should be able to analyze both text and numerical data. I would prefer the bot to use the NumPy library for this project. Skills and experience needed for this job: - Strong proficiency in Python programming - Experience with data analysis and manipulation - Familiarity with NumPy library - Knowledge of working with both text and numerical data

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    I am seeking a proficient python programmer skilled in the Adabo...The project revolves around a classification task, specifically working with numerical data for which the Adaboost algorithm will be leveraged. Key tasks and requirements for this project involve: - Development of an Adaboost classification model. - Ensuring proficiency in handling numerical data. - The use of NumPy for managing data and performing operations is a must. Proficiency in scikit-learn and pandas would be a bonus, but the primary library this project demands is NumPy. Successful execution will be measured by the accurate development of a classification task model using the Adaboost algorithm. Therefore, prior hands-on experience with this algorithm and excellent proficiency in Python will be h...

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    This project involves a comprehensive analysis and modelling of data using Python. The data, originating from an unknown distribution, has already been processed and is stored in various formats, including CSV and NumPy array files. Check the file "" for more details. Must be made using a Jupyter notebook.

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    I am in need of an experienced data scientist who can assist me with a classification task in Python. The project involves working with numerical data and achieving high accuracy (above 90%) in the classification task. Skills and Experience Required: - Strong expertise in data science and classification tasks - Proficiency in Python and its data science libraries (such as NumPy, Pandas, and Scikit-learn) - Experience with machine learning algorithms and their implementation in Python - Ability to analyze numerical data and apply appropriate classification techniques - Familiarity with various machine learning algorithms and their strengths and weaknesses - Excellent problem-solving skills and attention to detail If you are a skilled data scientist who can effectively analyze nume...

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    Experience in - Generative AI in Data Management, Processing, Visualization I am looking for...and ability to optimize AI algorithms for efficient data processing and visualization Ideal Skills and Experience: - Strong background in data management, including data cleaning, data integration, and data warehousing - Experience in building and deploying generative AI models using advanced AI techniques - Proficiency in Python programming language, with knowledge of relevant libraries such as NumPy, Pandas, and Scikit-learn - Familiarity with data visualization libraries like Matplotlib and Seaborn - Knowledge of machine learning algorithms and techniques for data processing and analysis If you have expertise in data management, advanced AI functionalities, and Python programming lan...

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    I have python code for Calculate Fibrinogen Value from APTT or PT Clot Curve using below libraries - matplotlib - scipy - numpy I need code review and suggestion, If you have already experience on above packages please ping me.

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    ...to convert the current python script used to the new usecase. The new usecase and documentation will be delivered on accepting the challenge. - Attached you will find a sample of the custom model that is used for mnist. We will NOT use mnist, this is a example so you know which script you would have to edit for the new task. Everything has to be changed to Tinygrad Tensor calculations instead of numpy. In this way we can run all action on the GPU. Desired Outcome: - You provide 2 scripts (all abreviated from my script) but all changed to tinygrad python library. -- Script 1: --- You create the specified custom dataloader --- You change the script so that it can 100% use the GPU's parallelism via the tinygrad ml library --- Batchsize and auto savepoints of the model after s...

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    Project Title: Python Expert Task: - Web scraping, data analysis, and automation using Python Deadline: - Within a week Expertise: - Intermediate level of expertise in Python Ideal Skills and Experience: - Strong knowledge and experience in web scraping techniques using Python libraries such as BeautifulSoup and Scrapy - Proficiency in data analysis and manipulation using Python libraries such as NumPy, Pandas, and Matplotlib - Experience in automating repetitive tasks using Python scripting - Familiarity with APIs and integrating data from various sources - Good understanding of HTML, CSS, and JavaScript for web scraping purposes - Strong problem-solving and debugging skills in Python - Ability to work independently and deliver high-quality results within the given deadline

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    ...for this project is not specified by the client. Specific requirements for the data analysis: - The client does not have any specific requirements for the data analysis and is open to suggestions. Ideal skills and experience for the job: - Proficiency in Python programming and experience with Jupyter notebooks. - Strong knowledge of data analysis techniques and libraries such as Pandas, NumPy, and Matplotlib. - Ability to suggest and implement appropriate data analysis methods based on the project requirements. - Excellent problem-solving skills and attention to detail. If you are a Python developer with a background in data analysis and experience with Jupyter notebooks, I would love to discuss this project further with you. Please provide examples of your previous wo...

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    ...project that involves extracting data from an Excel file and using Python API for data analysis. The ideal candidate should have experience in working with .xlsx files and be proficient in Python programming. Skills and Experience: - Strong knowledge of Python programming - Experience in working with .xlsx files - Familiarity with data analysis techniques and libraries in Python (e.g., Pandas, NumPy) - Ability to extract and clean data from Excel files using Python - Proficiency in manipulating and analyzing data in Python - Experience in generating tabular data as the output of a Python API Please note that the scope of the project is focused on data analysis, and the expected output of the Python API should be in the form of tabular data. If you have prior experience in perfo...

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    ...Skills/Experience Required: - Advanced level expertise in Python - Strong background in data analysis - Proficient in using Python libraries such as Pandas, NumPy, and Matplotlib - Experience in manipulating and cleaning large datasets - Ability to perform statistical analysis and generate meaningful insights - Familiarity with data visualization techniques Project Description: We are seeking a Python expert with advanced level skills in data analysis. The project involves analyzing a large dataset and extracting meaningful insights. The ideal candidate should have a strong background in data analysis and be proficient in using Python libraries such as Pandas, NumPy, and Matplotlib. The specific tasks for this project include: - Manipulating and cleaning the dataset to e...

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    I am looking for a freelancer who can help me with a project usin...freelancer who can help me with a project using Python. The specific goal of this project is data analysis. - I already have a dataset in mind, so the freelancer will not need to source it. - However, some cleaning of the data is required before the analysis can be conducted. Ideal skills and experience for this job include: - Proficiency in Python and data analysis libraries (such as Pandas, NumPy, and Matplotlib) - Experience with data cleaning and preprocessing techniques - Strong problem-solving and analytical skills - Attention to detail and the ability to work with large datasets If you have previous experience in data analysis and are comfortable with cleaning and preprocessing data, please submit your...

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    Trophy icon Python Project Ended

    ...number service with the given name. Parameters name (str) – Name of the service. Return type BaseRandomService Returns Service with the given name. Raises IBMQError – If the service cannot be found. services() [source] ¶ Return all random number services available to this account. Return type List[BaseRandomService] import numpy as np extractor1_out = extractor.run_async_ext1(*ext1_parameters).block_until_ready() extractor2_out = extractor.run_async_ext2( ext2_seed=extractor1_out, *ext2_parameters).block_until_ready() random_bits = (extractor1_out, extractor2_out)...

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    given numpy matrix with 900000 rows and 1000 columns data = (num_vectors, num_features).astype('float32') develop FAST, correct and reasonable for RAM python code to find top K (for example 3000) most similar rows and least similar rows. for similarity use cosine similarity compare with ground truth given by from import cosine_similarity just idea you may use faiss or hnswlib or annoy or other python packages easy to install on both windows and unix before application , tell me how long it takes for your python code to do this calualtions time 2 days

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    I am looking for a Python expert to assist with data analysis tasks, specifically in machine learning modeling. Skills and Experience: - Strong proficiency in Python, with experience in data analysis libraries such as Pandas, NumPy, and Scikit-learn - Expertise in machine learning algorithms and techniques - Experience in cleaning and preprocessing large datasets - Familiarity with statistical analysis methods Project Details: - The client has a large dataset with more than 10,000 records ready for analysis - The main focus of the project will be on machine learning modeling - The dataset may require cleaning and preprocessing before modeling can begin - The goal is to extract valuable insights and patterns from the data using machine learning techniques If you have the necessar...

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    Dear Mr/Mrs, I need some help for some of my project that I am running right now. I am collecting some data that I recieve from an API and putting in a pandas dataframe. From there I want to perform a couple of tasks. The end goal is to run a couple visualisations and database entries with the data. I want the results writen in a jupyter notebook in python/pandas/numpy/matplotlib. As I think this is not a standard, 1 task, project I am searching for someone who is able to work on a hourly fee for me. If we can execute the tasks succesfull I think I will come back for others in the future. Please give me your real hourly price. I really dislike higher prices when there is further contact. I think the description is really clear. I attached the description and also some csv f...

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    ...project that involves process automation. The project requires solving a classification problem using structured data (numerical or categorical). Skills and experience required for this job: - Strong knowledge of machine learning algorithms and techniques - Experience with classification models and feature selection - Proficiency in Python and relevant libraries such as scikit-learn, pandas, and numpy - Ability to preprocess and clean structured data - Familiarity with data visualization and interpretation - Good understanding of evaluation metrics for classification tasks The ideal candidate should be able to analyze the provided structured data and develop a predictive model that can automate the desired process. They should have a track record of successfully implementing ma...

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    ...dímelo estoy abierto a sugerencias Hace 2 horas También me gustaría que añadieras la opción de prueba y real Hace 2 horas Monto de 100 usd apalancamiento x20 solo que funcione para ventas, cuando haya compras se pause Básicamente que sea autónomo, y se detenga cuando haya compras es decir funciona solo cuando hay ventas en el mercado Adjunto un código parecido de ejemplo import asyncio import numpy as np import talib import alpaca_trade_api as tradeapi # Configuración de la API de Alpaca api = ('<API_KEY_ID>', '<SECRET_API_KEY>', api_version='v2') # Configuración de las condiciones de entrada ENTRY_SIGNAL_THRESHOLD = 0.01 STOP_LOSS_THRESHOLD = -0.015 # Variables ...

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    ...dímelo estoy abierto a sugerencias Hace 2 horas También me gustaría que añadieras la opción de prueba y real Hace 2 horas Monto de 100 usd apalancamiento x20 solo que funcione para ventas, cuando haya compras se pause Básicamente que sea autónomo, y se detenga cuando haya compras es decir funciona solo cuando hay ventas en el mercado Adjunto un código parecido de ejemplo import asyncio import numpy as np import talib import alpaca_trade_api as tradeapi # Configuración de la API de Alpaca api = ('<API_KEY_ID>', '<SECRET_API_KEY>', api_version='v2') # Configuración de las condiciones de entrada ENTRY_SIGNAL_THRESHOLD = 0.01 STOP_LOSS_THRESHOLD = -0.015 # Variables ...

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    Project Description: I am seeking f...results, charts, and reports. Data Storage: Store scraped data and analysis results in a structured database for easy retrieval and historical tracking. In plus, implement an email notification system to alert users of successful data scraping, errors, or analysis completion. Technical Requirements: Familiarity with web scraping libraries like scrapy and data manipulation libraries like pandas and numpy. Deliverables: A functional web scraping and data analysis system. A user-friendly web-based dashboard for configuration and result visualization. Timeline: The project should be completed within a month, with flexibility for revisions and enhancements based on feedback. Budget: I have a budget of 300$ for this project, and I am open to neg...

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    Hi, I'm searching someone who can construct an Multi Layer Perceptron, using only Numpy, the perceptron will have 5 entries, x numbers of hidden layers, and 1 exit. When the weights are optimized I want to ask the user for 5 entries and get the prediction.

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    ...Image Series by location Time Limit: 10 hours. Type of Task: Back-End How the Code Should Be Made: - It should meet these requirements: We have a series of images taken along roadways at regular distance intervals. After we take all of the images, we want to identify any places in the series of images where we drove over a road we already captured, so we can separate and archive them. Input: Numpy array with an image name, latitude, longitude, and date taken, like so: [('', 40.87066159, 101.72716008, '2023:10:30 15:01:25') ('', 40.8706409 , 101.72704223, '2023:10:30 15:01:27') ('', 40.87063224, 101.72692113, '2023:10:30 15:01:29') ... ('', 40.84026789, 101.72362902, '2023:10:30 17:29:53') (...

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    I a...help me with my project. The specific task I need help with is data analysis. Requirements: - Strong experience in Python programming - Proficiency in data analysis techniques and tools - Knowledge of statistical analysis and visualization - Familiarity with libraries such as Pandas, NumPy, and Matplotlib Skills and Experience: - Expertise in Python programming and data analysis - Strong understanding of statistical analysis and visualization techniques - Proficiency in using libraries such as Pandas, NumPy, and Matplotlib - Experience in working with large datasets and extracting insights - Ability to communicate findings and results effectively If you have experience in Python programming and data analysis, and are familiar with the required libraries, please subm...

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    Task: Create a d...requirements: To setup, we have a folder of images with metadata (EXIF) manually uploaded to a AWS S3 Bucket. We need a python (Version 3.12) script that: 1.) reads each image from S3 bucket, 2.) extracts the metadata: filename, latitude, longitude, date taken, and 3.) stores it into a single NumPy array. Please optimize to run for large amounts of images (100,000). We will share with you credentials to an AWS S3 Bucket. - Use these tools/languages: Python 3.12 - Use these libraries: NumPy - Use these cloud services: Amazon Web Services (AWS) S3 Bucket Helpful Things: - Commented Code,Links to Official Docs End Result: - Functional Code Solution - Steps on how to use the code, written clearly Please add lots of comments inside of the code expla...

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    I am looking for a skilled Python programmer to assist me with a complex Data Analysis project. The ideal candidate should have experience in handling complex data sets and performing various data analysis tasks using Python. Skills and Experience: - Strong proficiency in Python programming language - Experience in working with data analysis libraries such as Pandas, NumPy, and Matplotlib - Familiarity with statistical analysis and data visualization techniques - Ability to clean, preprocess, and analyze large datasets efficiently - Knowledge of SQL and database management systems - Strong problem-solving skills and attention to detail - Excellent communication and collaboration skills Timeline: - The project completion is expected to take more than 2 weeks. If you are a Python...

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    I am looking for an experienced freelancer with expertise in social media metrics and analytics to conduct a research based on a recent McKinsey Health Institute publication. The specific research objectives of this project are to analyze the relationship between Social Media and Gen Z's mental he...to analyze the relationship between Social Media and Gen Z's mental health. I have access to the McKinsey Health Institute publication and the desired format of the final research report is a written report. The freelancer should be able to collect reliable and up-to-date data and insights about how social media affects mental health of Gen Z, analyze and interpret them preferably using Python (Numpy, pandas etc) with data visualization , and present the findings in a comprehen...

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    Data Analysis Project - Python Expert Needed Skills and Experience Required: - Proficiency in Python programming - Strong understanding of data analysis techniques and methodologies - Experience with data manipulation, cleaning, and transformation - Knowledge of statistical analysis and visualization libraries in Python (e.g., Pandas, NumPy, Matplotlib) - Familiarity with machine learning algorithms and predictive modeling is a plus Project Details: - I am seeking a Python expert to assist with a data analysis task. - The specific task involves analyzing a large dataset and extracting meaningful insights. - The deadline for this task is within two weeks. - The budget for this project will be discussed upon further communication. Responsibilities: - Importing and cleaning the data...

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    I have artificial intelligence code in visual studio with the help of numpy and cv2 and also there is another version of that same code where stable diffusion is used the code is about image inpainting where you can remove or change cloth of a image. Help me to run that code

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    Make a new resume for me using the one I provided. That resume should be python developer centric. Python, Pandas, Numpy and Django are my core skills.

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    Data Scientist with experience in predictive analysis needed for a project involving forecasting. The client is looking to solve a specific problem related to forecasting using predictive analysis techniques. Requirements: - Strong background in data analysis and predictive mod...dataset for analysis - Excellent problem-solving skills and attention to detail Ideal Skills and Experience: - Proven track record in predictive analysis and forecasting - Experience with data manipulation and data cleaning - Familiarity with statistical modeling and machine learning algorithms - Strong knowledge of Python programming language and relevant libraries for data analysis (e.g., Pandas, NumPy, Scikit-learn) - Ability to effectively communicate findings and recommendations to non-technical sta...

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    I want to create a little python API on my Centos server. It will need Flask, pandas, json, numpy and pandasdmx installed from pip as well as latest version of python . NOTE: May need NGINX changes to make the API visible to public via url. I need to know how to add more python modules from terminal and to st the script to run automatically on startup. Need this asap

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    ...using Python. This code will need to use APIs and pick a stock for me every week. I have some basic math calculations that will need to be performed, such as basic arithmetic and statistical analysis. I'm looking for a programmer who can help me out by creating a program that can do all of this. This is a very important project and I would appreciate any help I can get. I got this so far : import numpy as np import pandas as pd import as plt import yfinance as yf def DCF(stock_ticker, discount_rate, growth_rate, num_years): # Get the stock's historical prices stock = (stock_ticker) hist = (period="max") # Mocking Free Cash Flow with Close prices (for demonstration purposes) fcf = hist['Close'].values # Calculate the p...

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    I am looking for a full-time Python developer with advanced proficiency in Python and extensive experience in using the Zerodha Broker API. The project is expected to last for more than 3 months. Requirements: - Advanced proficiency in Python - Ext...Golang, React JS Ideal Skills and Experience: - Advanced knowledge of Python programming language - Extensive experience in working with financial APIs, specifically the Zerodha Broker API - Familiarity with trading platforms and financial markets - Experience in developing trading algorithms and strategies - Knowledge of data analysis and visualization libraries in Python, such as Pandas, Scipy, Numpy and Matplotlib If you have the required skills and experience, and are available full-time for more than 3 months, please submit your ...

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    I am looking for a freelancer who can help me convert a .csv file to sparse matrix...programming language. You can use any language of your choice. Library or Tool: - There is no specific library or tool preference. You can use any library or tool that you are comfortable with. Ideal Skills and Experience: - Experience in working with .csv files and converting them to other formats. - Proficiency in programming languages such as Python or R. - Familiarity with libraries like pandas and numpy would be a plus. Please note that the conversion should accurately transform the data from the .csv file into sparse matrix , , and files. Basically the reverse of this:

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    Title: Advanced Software Architecture with Python Tutor Needed Description: I am seeking an advanced software architecture tutor who is proficient in Python. This project requires in-depth knowledge and experience in software architecture princip...of Python libraries and frameworks. Skills and Experience: - Advanced expertise in software architecture and Python - Extensive knowledge of Python basics, including data types, variables, loops, and functions - Strong understanding of software architecture principles, such as design patterns and architectural styles - Experience with Python libraries and frameworks, such as Django, Flask, or NumPy - Familiarity with software development best practices and methodologies Preferred Method of Tutoring: this training will be of 5 day and 7...

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    Title: Advanced Software Architecture with Python Tutor Needed Description: I am seeking an advanced software architecture tutor who is proficient in Python. This project requires in-depth knowledge and experience in software architecture princip...of Python libraries and frameworks. Skills and Experience: - Advanced expertise in software architecture and Python - Extensive knowledge of Python basics, including data types, variables, loops, and functions - Strong understanding of software architecture principles, such as design patterns and architectural styles - Experience with Python libraries and frameworks, such as Django, Flask, or NumPy - Familiarity with software development best practices and methodologies Preferred Method of Tutoring: this training will be of 5 day and 7...

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    Title: Advanced Software Architecture with Python Tutor Needed Description: I am seeking an advanced software architecture tutor who is proficient in Python. This project requires in-depth knowledge and experience in software architecture princip...of Python libraries and frameworks. Skills and Experience: - Advanced expertise in software architecture and Python - Extensive knowledge of Python basics, including data types, variables, loops, and functions - Strong understanding of software architecture principles, such as design patterns and architectural styles - Experience with Python libraries and frameworks, such as Django, Flask, or NumPy - Familiarity with software development best practices and methodologies Preferred Method of Tutoring: this training will be of 5 day and 7...

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    Title: Advanced Software Architecture with Python Tutor Needed Description: I am seeking an advanced software architecture tutor who is proficient in Python. This project requires in-depth knowledge and experience in software architecture princip...of Python libraries and frameworks. Skills and Experience: - Advanced expertise in software architecture and Python - Extensive knowledge of Python basics, including data types, variables, loops, and functions - Strong understanding of software architecture principles, such as design patterns and architectural styles - Experience with Python libraries and frameworks, such as Django, Flask, or NumPy - Familiarity with software development best practices and methodologies Preferred Method of Tutoring: this training will be of 5 day and 7...

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    Title: Advanced Software Architecture with Python Tutor Needed Description: I am seeking an advanced software architecture tutor who is proficient in Python. This project requires in-depth knowledge and experience in software architecture princip...of Python libraries and frameworks. Skills and Experience: - Advanced expertise in software architecture and Python - Extensive knowledge of Python basics, including data types, variables, loops, and functions - Strong understanding of software architecture principles, such as design patterns and architectural styles - Experience with Python libraries and frameworks, such as Django, Flask, or NumPy - Familiarity with software development best practices and methodologies Preferred Method of Tutoring: this training will be of 5 day and 7...

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    Title: Advanced Software Architecture with Python Tutor Needed Description: I am seeking an advanced software architecture tutor who is proficient in Python. This project requires in-depth knowledge and experience in software architecture princip...of Python libraries and frameworks. Skills and Experience: - Advanced expertise in software architecture and Python - Extensive knowledge of Python basics, including data types, variables, loops, and functions - Strong understanding of software architecture principles, such as design patterns and architectural styles - Experience with Python libraries and frameworks, such as Django, Flask, or NumPy - Familiarity with software development best practices and methodologies Preferred Method of Tutoring: this training will be of 5 day and 7...

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    Title: Advanced Software Architecture with Python Tutor Needed Description: I am seeking an advanced software architecture tutor who is proficient in Python. This project requires in-depth knowledge and experience in software architecture princip...of Python libraries and frameworks. Skills and Experience: - Advanced expertise in software architecture and Python - Extensive knowledge of Python basics, including data types, variables, loops, and functions - Strong understanding of software architecture principles, such as design patterns and architectural styles - Experience with Python libraries and frameworks, such as Django, Flask, or NumPy - Familiarity with software development best practices and methodologies Preferred Method of Tutoring: this training will be of 5 day and 7...

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    Title: Advanced Software Architecture with Python Tutor Needed Description: I am seeking an advanced software architecture tutor who is proficient in Python. This project requires in-depth knowledge and experience in software architecture princip...of Python libraries and frameworks. Skills and Experience: - Advanced expertise in software architecture and Python - Extensive knowledge of Python basics, including data types, variables, loops, and functions - Strong understanding of software architecture principles, such as design patterns and architectural styles - Experience with Python libraries and frameworks, such as Django, Flask, or NumPy - Familiarity with software development best practices and methodologies Preferred Method of Tutoring: this training will be of 5 day and 7...

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    Title: Advanced Software Architecture with Python Tutor Needed Description: I am seeking an advanced software architecture tutor who is proficient in Python. This project requires in-depth knowledge and experience in software architecture princip...of Python libraries and frameworks. Skills and Experience: - Advanced expertise in software architecture and Python - Extensive knowledge of Python basics, including data types, variables, loops, and functions - Strong understanding of software architecture principles, such as design patterns and architectural styles - Experience with Python libraries and frameworks, such as Django, Flask, or NumPy - Familiarity with software development best practices and methodologies Preferred Method of Tutoring: this training will be of 5 day and 7...

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    Project Title: Backend Dev...extract valuable insights from the collected data Skills and Experience: - Proficiency in Python programming language and its related frameworks - Strong understanding of data analytics concepts and techniques - Experience in developing data analytics solutions, including data processing, modeling, and visualization - Familiarity with relevant data analytics tools and libraries, such as Pandas, NumPy, and Matplotlib Timeline: The backend work needs to be completed within 2 weeks. It is important that the developer can deliver high-quality code within this timeframe. If you are a skilled backend developer with expertise in Python and data analytics, we would love to discuss this project with you. Please provide examples of your previous work in similar...

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    I am looking for a freelancer with experience in data analysis and data wrangling using Python to help me with m...specific area of Python that this project involves is exploratory data analysis. I have a dataset available for the project, so no help is needed in finding a suitable dataset. My expected end-result from the data analysis is a detailed report, and cleaned dataset Ideal skills and experience for this job include: - Strong knowledge of Python and data analysis libraries such as Pandas and NumPy - Experience in cleaning and preprocessing data - Ability to analyze and interpret data to provide meaningful insights - Proficiency in creating visualizations and graphs to present the findings - Strong communication skills to effectively communicate the results in a detail...

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    ...allowed. 4. Code indentation is very important. To verify the code that you pasted indeed will also run in Jupyter Notebook, if copy it over. 5. Codes must be provided for all the Questions in text format in Monospaced font 6. The report must be saved in .docx format. 7. The answer should be using Python and any related libraries. One may investigate and use any suitable functions/methods in the Numpy or Pandas libraries. There is no restriction in using any other built-in Python functions methods or other Python libraries, if necessary. 8. The complete Python codes indicated clearly corresponding to each part of the question, are to be expressed in text format in Monospaced font and must be included as part of the answer in the main report. Screenshots of the codes are not per...

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