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Showing posts from September, 2023

Software Skills and Proficiency Development - time consumed

**Software Skills and Proficiency Development:** In the evolving landscape of technology, the future of software skills is a critical consideration, especially in the context of artificial intelligence (AI), machine learning (ML), and automation. Here's an analysis of various software skills categorized by the time it typically takes to develop proficiency: **Low Time Consuming (Relatively Quick Proficiency):** - **Python, SQL, and Java:** These versatile skills are in high demand and can be learned within a few months of dedicated study and practice. - **Ruby:** Ruby is known for its simplicity and readability, making it quicker to learn compared to some other languages. - **VBA (Visual Basic for Applications):** Often used for automating tasks, VBA can be learned within a reasonable timeframe due to its focused application. **Medium Time Consuming (Moderate Learning Curve):** - **Scala:** Scala's functional programming paradigm and unique features may take a bit longer to mas...

Overview of ETL (Extract, Transform, Load) tools - essential for data integration and data warehousing processes

 ETL (Extract, Transform, Load) tools are essential for data integration and data warehousing processes. They help organizations collect, process, and load data from various sources into a data warehouse or data mart for analysis and reporting. Here's a step-by-step overview of the ETL process and examples of popular ETL tools for each phase:   1. Extraction Phase:    - Objective: Extract data from multiple sources (e.g., databases, files, APIs) into a staging area.    - Examples of Sources: Relational databases (e.g., Oracle, SQL Server), flat files (CSV, Excel), web services, social media feeds.    - ETL Tools for Extraction:      - Apache Nifi: An open-source data integration tool with extensive connectivity options.      - Talend: A popular open-source ETL tool with a user-friendly interface.   2. Transformation Phase:    - Objective: Clean, format, and transform the data into a ...

OKRs and KPIs - what's the difference ?

 OKRs are used to set and track progress toward strategic objectives, while KPIs measure performance against specific targets and benchmarks. OKRs provide a directional framework for the organization, while KPIs provide a quantitative measurement of progress toward the organization's goals. More material: https://asana.com/resources/okr-meaning https://www.whatmatters.com/faqs/okr-meaning-definition-example

Basic inferential statistics with examples

Here are five examples related to different steps in inferential stats: 1. **Sampling:**    - Example 1: In a clinical trial for a new drug, a random sample of patients is selected to receive the experimental treatment, while another group receives a placebo.    - Example 2: A hospital conducts a patient satisfaction survey by randomly sampling 500 patients from their admission records.    - Example 3: Researchers select a random sample of medical records to study the prevalence of a specific condition in a population.    - Example 4: A public health agency conducts a random household survey to estimate the vaccination coverage rate in a community.    - Example 5: A clinical researcher selects a random sample of cancer patients to study the effectiveness of a particular chemotherapy regimen. 2. **Population and Sample:**    - Example 1: The population consists of all patients with diabetes in the city, while the sample includes...

Automatic ICD-10 classification from free-text - a paper from National Taiwan University

This model can provide disease coders hints in classification work to help them with the first few codes and thereby speed up their classification. The proposed method can classify the first three digits with an f-measure of 0.7 ,  and the goal of future work is to improve the results sufficiently to replace disease coders.  By  using word2vec and the neural network,  computers  can understand free-text data that can only be read by  humans . Computer can learn the semantics underlying the language  and  help  humans perform  the otherwise laborious work. In this the proposed method, the input data  are  written in English.  However,  word2vec can transform all  types  of language into word  vectors. Thus , hospitals in other  countries  can use this method to classify their free-text medical data using ICD-10 codes  as well .   Main paper http://research.ord.ntu.edu.tw/landscape/inn...

Roles in software / IT and ITES industries, categorized into roles better suited for freelancers and roles suited for full-time employees

List of roles in the Information Technology (IT) and Information Technology-Enabled Services (ITES) industries, categorized into roles well-suited for freelancers, full-time employees, and roles that can be taken by both: Roles Suited for Freelancers (Freelancers): Web Developers (Freelancers): Freelancers with expertise in web development can be hired for specific web projects, updates, or maintenance tasks. Mobile App Developers (Freelancers): Freelance mobile app developers can work on app development projects as needed, providing flexibility. Graphic Designers (Freelancers): Graphic designers can create logos, banners, and visual assets on a project basis. Content Writers (Freelancers): Freelance writers can create website content, blogs, and marketing materials on a per-project or per-article basis. SEO Specialists (Freelancers): Freelance SEO experts can optimize website content and improve search engine rankings. Cybersecurity Experts (Freelancers): Security consultants can be e...

What's the best mix for your company? - engaging freelancers versus hiring full-time employees

 A SWOT analysis comparing engaging freelancers versus hiring full-time employees for a product-based software company with a mix of ongoing and live projects. Strengths : Engaging Freelancers: Flexibility: Freelancers can be hired on-demand and for specific project requirements. This flexibility can be advantageous when projects have variable workloads. Specialized Skills: Freelancers often bring niche expertise and can be a quick source of specialized talent for specific tasks. Cost Control: Freelancers can help manage costs by working on a project basis, reducing fixed expenses. Full-Time Employees: Dedicated Commitment: Full-time employees are committed to the company's long-term goals and can provide stability to ongoing projects. Cultural Alignment: Employees can better align with the company culture and values, enhancing collaboration and team cohesion. Ownership: Full-time employees may take more ownership of projects and have a deeper understanding of the product. Weakness...

Six principles of 'Responsible AI standard' by Microsoft

 Microsoft has developed a Responsible AI Standard. It’s a framework for building AI systems according to six principles: fairness, reliability and safety, privacy and security, inclusiveness, transparency, and accountability. For Microsoft, these principles are the cornerstone of a responsible and trustworthy approach to AI.   Here are the six principles in detail:   1.        Fairness: AI systems should treat all people fairly. 2.        Reliability and Safety: AI systems should perform reliably and safely. 3.        Privacy and Security: AI systems should be secure and respect privacy. 4.        Inclusiveness: AI systems should empower everyone and engage people. 5.        Transparency: AI systems should be understandable. 6.        Accountability: People should be accountab...

JCI accreditation process for hospital and steps.

Joint Commission International (JCI) accreditation is a prestigious and globally recognized certification that assesses and recognizes healthcare organizations for their commitment to quality and patient safety. JCI accreditation demonstrates that a healthcare facility has met rigorous standards and follows best practices in healthcare delivery.  It can be particularly valuable for healthcare institutions looking to attract international patients and medical tourists. JCI accreditation demonstrates a healthcare organization's dedication to providing high-quality patient care, improving patient outcomes, and ensuring patient safety. The JCI accreditation process involves several distinct steps, each with its own set of activities. These steps are designed to assess a healthcare organization's compliance with JCI standards and promote continuous improvement in patient care and safety. Here is a more detailed breakdown of the activities involved in each step of the process: ...

AI based website or text summarizing tools compared

# hypotenuse.ai charges $15 per month summarizes URLs, text. Also claims to do this: Provide a few keywords, and we’ll instantly turn them into full-length articles and marketing content, using our world-class AI with a vast knowledge of the world. # https://chrome.google.com/webstore/detail/page-summarizer-using-ai/llggkpfmgpjbigfkceodpcjmkfjoiigo have to add API key to the 'options' for page summarizer. landed into a tech issue I think. getting error.  # Jasper - paid plans < This article is under progress >  

Pre-sales professional and a Product manager - differences and common activities

 The roles of a pre-sales professional and a product manager have distinct focuses and responsibilities within an organization, but there can be areas of overlap, especially when it comes to understanding customer needs and ensuring that the product or service aligns with those needs. Here's a comparison of their roles and common activities: **Pre-Sales Professional:** 1. **Focus**: The primary focus of a pre-sales professional is on engaging with potential customers, understanding their needs, and helping to close deals. 2. **Customer Interaction**: Pre-sales professionals spend a significant amount of time interacting directly with customers, providing product demonstrations, answering technical questions, and addressing customer concerns. 3. **Sales Support**: They work closely with the sales team to support the sales process by providing technical expertise and customized solutions. 4. **Education and Presentations**: Pre-sales professionals educate customers about the product ...

Leading ten freelancer services websites.

Business owners & companies, you can get professionals for your needs on these websites.  Fresh professionals, you can do internships to get experience. make your profile on these websites. For internships, we have naukri.com, internshala.com and more websites.  - [Fiverr] A platform for offering and buying services starting from $5. - [Toptal]: A network for freelancer finance experts, product managers, etc. - [Freelancer.com]: A website for finding jobs like data entry, product sourcing, sales and marketing, etc. - [Upwork]: A portal for getting freelance jobs in various fields and categories. - [FlexJobs]: A site for finding remote and flexible jobs. - [Guru]: A website for finding and hiring expert freelancers. - [LinkedIn]: A professional networking site for finding jobs and clients. - [Behance]: A portfolio site for showcasing and finding creative work. - [Designhill]: A site for finding and launching graphic design contests. - [TaskRabbit]: A site for finding and po...

Skill comparison of Product Managers vs MBA graduates

 Product Managers (PMs) and MBA students develop different sets of skills, although there can be some overlap. Here's a comparison of the skills typically developed in each role: **Skills Developed as a Product Manager:** 1. **Product Management Skills:** PMs learn how to define a product vision, develop a product strategy, create roadmaps, and oversee the entire product lifecycle. 2. **Market Research:** They acquire the ability to conduct market research, customer interviews, and competitive analysis to identify opportunities and validate product ideas. 3. **Communication:** PMs need strong communication skills to convey their vision, collaborate with cross-functional teams, and gather feedback from stakeholders. 4. **Project Management:** They become adept at project planning, setting priorities, and managing resources to meet product goals. 5. **Data Analysis:** Analyzing data to make informed decisions, track product performance, and understand user behavior is a crucial skill...

Generative AI compared to automation software

 Comparing generative AI models like ChatGPT with automation software like UiPath involves assessing their respective capabilities, strengths, and limitations. Both technologies serve automation purposes but have different approaches and use cases: Use cases / examples: Certainly, here are the same scenarios with the term "use case" substituted for "example": **Use Case 1: Customer Support Chatbots** - *Generative AI (ChatGPT)*: In this use case, a company uses a generative AI model like ChatGPT to power its customer support chatbot. Customers interact with the chatbot through natural language conversations, asking questions, seeking assistance, or providing feedback. The AI model understands user inquiries and provides human-like responses, offering support and guidance.   Use Case:   User: "How can I reset my password?"   ChatGPT-powered Chatbot: "To reset your password, please visit our website's 'Forgot Password' page and follow the in...