Numpytrabajos

...cleaning and preprocessing, advanced statistical analysis, creating predictive models, or building and implementing machine learning algorithms. Additionally, there might be a component of designing robust data visualizations or identifying anomalies within datasets. It is essential that freelancers possess: - Proficiency in Python or R - Experience with data manipulation tools (e.g., pandas, NumPy) - Knowledge of machine learning libraries (e.g., scikit-learn, TensorFlow) - Strong background in statistics and mathematics - Aptitude for creating intuitive data visualizations - Past demonstrated success in the relevant area of Data Science - Excellent problem-solving skills and a methodical approach When applying, it's important that candidates include: - A detailed pro...

I'm in need of an experienced Python coder who can help me analyze market research data with an aim to identify industry trends. The facets of this project will include: - Fluency in Python for data analysis, which is key to successfully completing this project - Proficiency in utilizing Python libraries relevant to data analysis, such as Pandas and NumPy - Experience in handling and analyzing market research data is desirable - The aim is to use the analyzed data to identify key trends in the market landscape The perfect candidate for this project should be able to deliver accurate results efficiently and provide insights based on the identified trends.

...I need: - Design and implement a data analysis tool tailored for educational institutions. - Integrating collaborative learning platform features that allow for real-time interaction among users. - Ensure the platform supports comprehensive report generation to facilitate data-driven decisions. Ideal Candidate Expertise: - Proficient in Python with a focus on data analysis libraries (Pandas, NumPy, Matplotlib). - Experience in developing web applications, specifically educational tools. - Familiarity with user account management and implementing secure login systems. Project Goals: - Deliver a user-friendly application focused on analysis and collaboration. - Aid educational institutions in interpreting complex datasets. - Provide a robust platform for staff and students to co...

A comprehensive Jupyter Notebook report for a binary classification model has to be developed. This report will calculate and show: - ROC-AUC - ROC curve - Perf...In the cells only the abbreviation and the calculated values should be given, e.g. SEN = 92.4 % or NPV = 4.2 % Details to Scatter Plot: x-axis nominal (true) values good and bad (column StateNominal ) y-axis probability (column prob_bad ) jittering for x values colored by column subset of General rmarks - Use only very well known packages in python, e.g. pandas, numpy, matplotlib - Documentation has to be included in code - The Jupyter Notebook has to be sent. - Payment will only be done if all parts are done sucessfully. - Everythig has to be done via FreeLancer Deadline: Wednesday (January 17th)

I need an experienced Python developer to complete two main tasks: data analysis that is related to the stock market and GUI (Graphical User Interface) development....GUI developed should be: - Interactive and user-guided analysis enabled A deep understanding of financial markets and prior experience working with stock market data analysis will be considered a big plus. I am looking for someone who can not only code but also provide insights and suggestions based on the analysis. Being well-versed in Python libraries commonly used in data analysis such as NumPy, pandas, and matplotlib is crucial. An understanding of statistics and experience in building user-friendly, effective GUIs are key to succeeding in this role. If this project speaks to you, please do not hesitate to place...

In this project, logistic regression will be used to implement binary classification. This project must be implemented using the Python programming language, and no machine learning libraries can be used during the implementation of the project. You must implement everything from scratch using a numpy array and fundemental Python programming language. The initial code is given, and the tasks which must be implemented are given in the initial code.

I'm looking for a seasoned Django developer who can support the development of user authentication, database integration, and API development for our social network platform. The...Authentication: Experience with setting up registration and login systems to ensure only authenticated users gain access. - Django for Database Integration: Proficiency with Django’s Object-Relational Mapping (ORM) for securely managing the database. - Django for API Development: Expertise in Django Rest Framework for building APIs. I also require integration of additional Python libraries including NumPy, Pandas, and SciPy. Therefore, familiarity with these Python libraries will also be required. This project is an exciting opportunity for someone to demonstrate and expand their Django develo...

Project Title: Python Scripting for Basic Data Analysis Description: I am looking for a freelancer who can help me with a Python script for data analysis. The script should perform the following tasks: - calculate cannibalization rate for outlets in the catchment. cannibalization rate = (loss o...analysis. The script should perform the following tasks: - calculate cannibalization rate for outlets in the catchment. cannibalization rate = (loss of sales from old outlet)/(sales of new outlet) * 100 Skills and Experience: - Proficiency in Python programming language - Strong knowledge of data analysis techniques and concepts - Experience in working with data analysis libraries such as Pandas, NumPy, and Matplotlib - Familiarity with basic statistical measures and visualization ...

...unit testing in Python. Specifically, I need someone who is experienced in using the Unittest module to test the functionality of Python modules such as Numpy, Pandas, and Matplotlib. I already have test cases and test data that I will provide, so the freelancer will not need to create them. However, I am open to any guidance or suggestions on improving the test cases. The target deadline for this project is today, so I need someone who can start working on it immediately and deliver the results within a short timeframe. Ideal skills and experience for this job include: - Proficiency in Python and the Unittest module - Familiarity with Numpy, Pandas, and Matplotlib - Experience in writing and executing test cases - Strong attention to detail and ability to identify and ...

I am looking for a Python developer to create a screener for my project. The purpose of the screener is to filter numerical data ...data - Familiarity with data manipulation and analysis libraries in Python This project requires the ability to efficiently filter and extract numerical data based on a given date range. The ideal candidate should have a solid understanding of data filtering methods and be able to implement them using Python. Additionally, experience with data manipulation and analysis libraries such as Pandas or NumPy would be highly beneficial. Overall, the goal is to create a reliable and efficient screener that can effectively filter numerical data based on specific date criteria. If you have the necessary skills and experience, please submit your proposal for thi...

Project Title: Algo Trading Platform Development Overview: We are looking for a skilled developer to create an algo trading platform using Python. The platform should support option trading and have real-time data updates. Requirements: Programming Language: Python - Proficient in Python programming language - Familiarity with Python libraries such as pandas, numpy, and scipy Trading Type: Option trading - Experience in developing platforms for option trading - Knowledge of option trading strategies and concepts Real-Time Data Updates: Very important - Ability to integrate real-time data feeds and updates into the platform - Experience with APIs and data streaming technologies Additional Skills: - Strong understanding of financial markets and trading principles - Knowledge of r...

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

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

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.

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...

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...

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.

...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...

... Jde o projekt s celosvětovým rozsahem (BackEnd - já: data se stahují ze všech koutů světa a jejich prezentace, Frontend - ty: jde do všech koutů světa také). Odměna je podíl na zisku. Do budoucna až bude projekt kompletně hotový uvažuji o přijetí investora, který by nám pomohl s jeho rozjezdem s "Big Bang". General: Technologie: WordPress, Elementor, Astra, Python, SQLLite, Django, Pandas, Numpy Provider: Forpsi / Webglobe / AWS / Jiný (s největší pravděpodobnosti služba: "Virtuální privátní server (VPS)" nebo "Virtuální managed server (VMS)" --> na serveru poběží ještě můj python code generu...

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

...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...

...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...

...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...

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...

...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)...

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

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...

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...

...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...

...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 ...

...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 ...

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...

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.

...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') (...

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...

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...

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...

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...

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...

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

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.

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...

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

...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...

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 ...

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:

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...