Grammar sentence checker işler

I am in need of a proficient editor and proofreader with excellent formatting sk...for my personal documents. - I have a total of 2 documents that require attention. These documents are a mix of Word and PDF formats, and I require them to be meticulously edited, proofread, and professionally formatted. - The primary purpose of these documents is personal, so I'm seeking someone with an understanding of how to maintain a casual yet polished tone. Your expertise in English grammar, spelling, syntax, and an eye for detail is critical for this project. Experience in document formatting (maintaining consistent font types, sizes, and spacing) is also highly desirable. Proficiency in both Word and Adobe Acrobat is a big plus. Your ability to meet deadlines and communicate effectiv...

Hello Dear freelancers I have Native Swedhish voice recording project. Recording sentneces- 1147 sentence (Short and Long phreses) Each. payout - $40 Deadline - 6th May all work through in our application. For this poject we need 10 sentneces as a sample work. Note: In sample files we only check enviroment we will not check your accent . So please apply only native swedish people for this job) we release milestone when we will get feedback ( after 15-20 days). this is Two time project it means each candidate participate twice time and payout shoud be $80 each [if you do this project (1147*2 = 2294 sentences) twice time only]. We accept correct pronounceation and after feedback if you face redo you have to do redo work first then we will pay. Thanks

The review is needed for the small translated medical PPT from English to Korean. There are approx. 19 slides. Need to check & correct grammatical mistakes, medical terminology, sentence composition, and missing words/ sentences. In the case of any missing translation, the same needs to be incorporated. Also, you need to ascertain whether it's human or machine-translated. The budget is 15 USD (1230 INR) Delivery is needed by 26.4.24 before 7pm (IST).

I'm in need of a Spanish proofreader to review and enhance the quality of 2-3 blog pages. These pages are aimed at a general audience and have an average word count of 500-1000 words. Key Responsibilities: - Proofreading for grammar and spelling errors - Enhancing sentence structure and clarity - Ensuring consistency and flow throughout the content Ideal Candidate: - Proficient in Spanish with excellent grammar and spelling skills - Prior experience in proofreading or editing - Ability to enhance sentence structure and maintain the flow of content - Understanding of the nuances of writing for a general audience This is a great opportunity for a skilled proofreader to improve the readability and impact of these blog pages.

I have written a 46-page book with an A5 format revolving around healthy living. It would be great to have a freelancer experienced in proofreading to check for spelling, and grammar and sentence structure, etc.

I'm seeking a detailed-oriented copy editor who will elevate my 20,000-word non-fiction book to the next level, while also navigating the intricacies of preparing it for Amazon publication. High-level proficiency in sentence structure improvement and syntax is vital. Your role will involve: - Enhancing readability through the improvement of syntax and sentence structure - Applying your extensive Amazon publishing experience to prepare the book for a seamless publication process The perfect candidate is not only a skilled copy editor but also has a deep understanding of Amazon's publication requirements. The goal is to create an informative, reader-friendly masterpiece that complies with Amazon's rules.

Are you proficient in writing creative, fun, friendly, and informative product descriptions? I am in need of your services for my e-commerce store that specia...fun, friendly and informative. This isn't just about stating the facts; your work should also appeal to the reader's imagination, helping them visualise just how fantastic our products would look in their homes and how much they would enhance their living spaces. Ideal candidates for this job are: - Experienced in e-commerce product description writing - Strong writing skills with excellent grammar and punctuation - Ability to write for a diverse audience - Able to adhere to a fun, friendly but still informative writing style - An understanding of bedroom furniture products would be a plus. Looking forward to ...

I'm seeking an experienced professional who can proofread and rewrite a document of approximately 1000 words. The document's currently in English but it needs to be tailored to an audience of academic professionals. Key Requirements: - Proofread for grammar and language: A strong command of the English language is crucial. The text should be error-free and written in clear, professional language. - Tailoring for an academic audience: You'll need to ensure the document is suitable for academic professionals, which may involve refining the language, adding necessary jargon or terminology, or simplifying complex ideas. - Persuasive Writing: The document's primary goal is to persuade. You should be able to enhance the persuasive elements of the text without sacrific...

I need to update the picture. Erase the sentence 2024 Land Rover Defender and write 2024 Land Rover Defender 110 X. It should look as realistic as possible

I require expert proofreading services. I have a business document written in Spanish, particularly Spain Spanish, that needs attention. - The task is specifically proofreading. This will involve checking and correcting errors if any, in grammar, punctuation, and spelling. Consistency in style and tone should be maintained throughout the document. - Proficiency in Spain Spanish is crucial, as the document uses specific lingo and conventions inherent to this style of Spanish. - Previous experience in proofreading Spanish business documents will give a clear edge. Ideal freelancers should be meticulous with great attention to detail. The ability to adhere to tight deadlines without compromising work quality is paramount. Looking forward to working with a proficient proofreader who c...

I am looking for a skilled web developer who can create a robust and secure web application. The primary aim of this tool is to provide crucial security features to users. Key Features: - Password Strength: The app should be able to evaluate the strength of the passwords users choose. - Phishing Email Checker: It should have a feature that can determine if an email is a potential phishing attempt. - Secure Password Storage: The application needs to securely store user passwords. The web application will also need to have the following features: - User Authentication: - Username and Password - Two-factor Authentication

I'm seeking a proficient developer to convert my existing Android medical app into an iOS version. The core functionalities of the app include: - Appointment scheduling - Symptom checker - Medication reminders Ideally, you should have prior experience in converting Android apps to iOS and a good understanding of both platforms exhibiting fluency in app development for them. Understanding medical applications would be a plus. Once completed, we can discuss extending the scope of work for future developments. I can provide the built APK for reference. Please confirm your expertise in these areas and your approach to the task when bidding.

I have written a self-help book in which I share my cancer journey. The book is currently between 10,000 - 13,000 words in length. I require comprehensive editing to ensure the grammar, style, and clarity of my story is fully honed and impactful. The ideal freelancer for this project would: - Have extensive experience in comprehensive book editing - Be familiar with the self-help genre - Have an understanding or empathy for the topic discussed - Be able to maintain my personal tone within the work, while fine-tuning its structure and clarity Please, provide relevant examples of your previous work in this field when bidding.

I'm in need of a skilled typist to transcribe a handwritten English manuscript, which is very clear, into a digital document. Hungry for details? Here's what you need to know: • The format: The content to type will come from handwritten notes. • Language: It's all in English. You must be proficient in English to understand possible variations in handwriting and grammar. • Handwriting clarity: The text handwriting is of excellent clarity, reducing room for errors and rework. Skills needed: - Excellent English written communication - Speed and accuracy in typing - Experience in transcription services would be a plus. In your proposal, please include a brief description of your typing and transcription background, including your experience transcribing...

...but I'm specifically interested in strengthening my grammar skills. I am looking for a proficient tutor to guide me in mastering advanced Arabic grammar, focusing more on Modern Standard Arabic as used in the Quran. This training will assist me in developing a more comprehensive understanding of the Arabic language, ideally from someone who is well versed in Islamic studies, and can provide valuable contextual insights. Ideal Skills: - Advanced-level proficiency in Modern Standard Arabic - In-depth knowledge of Arabic grammar rules - Extensive teaching experience in Arabic and/or Islamic studies - Ability to provide context and cultural relevance - Patience, excellent communication and teaching skills Goal: To improve my Arabic grammar and reach a le...

Generate a professional memo on no more than 3 pages that answers these questions for reference and with specificity based on your analysis, for corporate. Go quantitative, actionable and bold. Consider trying a new GenAI tool this time and indicate which you use and how in one sentence.

I'm seeking an experienced professional who can proofread and rewrite a document of approximately 1000 words. The document's currently in English but it needs to be tailored to an audience of academic professionals. Key Requirements: - Proofread for grammar and language: A strong command of the English language is crucial. The text should be error-free and written in clear, professional language. - Tailoring for an academic audience: You'll need to ensure the document is suitable for academic professionals, which may involve refining the language, adding necessary jargon or terminology, or simplifying complex ideas. - Persuasive Writing: The document's primary goal is to persuade. You should be able to enhance the persuasive elements of the text without sacrific...

I need a specialist who can revamp my existing resume to make it clean, concise and more importantly, to spotlight my significant achievements in the healthcare field. The ideal candidate should possess: ...should possess: • Proven experience in resume writing, preferably in the healthcare sector. • Exceptional ability to distill complex information into clear and compelling language. • Skills for crafting a strategic narrative that presents me as a suitable candidate for a mid-level position. • An eye for detail to ensure a visually appealing resume design. This job is not just about correcting grammar or fixing formatting issues, but more about highlighting my career progression and achievements in a compelling way. Your expertise in creating clear, impactful...

I need an experienced freelancer to work on academic documentation write-ups. The main goal is to rewrite and edit the content, and also format it professionally. The papers should be edited, all aspects of similarity scores or plagiarism should be removed (zero similarity with plagiarism checker), and format the paper with a good layout. There are two files. This needs to be completed as soon as possible. Budget - $100 (negotiable) 1st file - 2663 words 2nd file - 7946 words Additionally, the work will involve removing any similarity scores from the content. Ideal Skills and Experience: - Strong background in academic writing and editing - Proficiency in content formatting - Experience with plagiarism-checking software This project is best suited for someone who is detail-orie...

Hi all, I need someone to write articles for the e-bike category. I hope you can feature the following: Tone: informative, attractive, persuasive, easy to read Writing: Native American Tone Knowledge: Understand the terminology associated with e-bikes (priority) Please provide a grammar report Easy to read (Readability score 7 to 8) 100% unique content() Avoid: keyword stuffing We hate fluff Write all content by AI I will be ready: Outline key keywords

I'm seeking a professional translator to translate the content of my business and finance website from English to Arabic. The tone should be informal gener...professional translator to translate the content of my business and finance website from English to Arabic. The tone should be informal general language, to connect with a broader audience. - The project includes translating web pages, blog posts, and news updates. - Must have proficiency in English and Arabic. Experience translating Business and Finance content is a plus. - I require flawless grammar, an understanding of cultural nuances, and a commitment to maintaining the original meaning and tone of the messages. - The freelancer should be able to work within deadlines, pay attention to detail, and be open to revis...

I'm looking for a skillful and versatile content...audience. - Understand and maintain a consistent, engaging tone across all content. Ideal Skills & Experience: - Proven experience in writing educational content. - Familiarity with the language, life coaching, recruitment, and translation services industries. - Ability to adapt writing style to the target audience. - Strong research skills to present information in an engaging way. - Excellent grammar and spelling. Please note that the target audience for the content is diverse and the content should be tailored to appeal to a broad range of individuals. I have data of my previous website which included language coaching & services. Now i want to add recruitment services & life coaching on the website. I also ne...

I have a written a track and field sports fiction novel about a young female distance runner in a small Iowa farm town . With dreams of running in a world class event . She wins a trip to California for her and her family ...all characters and plot are developed with detailed outlines. I am looking for the best of the best and money is not an issue Ideal Skills & Experience: - Proven experience in fiction writing, specifically in the sports genre - Ability to work from an existing detailed outline and flesh out the remaining story - Strong understanding of character development and plot progression - Excellent grammar and creative writing skills Please note that confidentiality is crucial and I am looking for someone who can commit to completing the project within a reasona...

As a 27 year old who speaks arabic but not well. I'm looking for a highly proficient Arabic tutor. I aim to improve on my: I am a male 27 years old - Grammar - Vocabulary - Pronunciation and enhance my overall conversational skills. The desired frequency is three sessions per week. An ideal candidate for this role would be someone with not only native or high level Arabic proficiency, but also some experience in teaching or tutoring the language. Flexibility regarding tutoring times and an ability to provide engaging, productive sessions are key.

...but needs a comprehensive edit to ensure it's polished and ready for publication. Key Requirements: - Prior experience in editing fiction - Able to provide a detailed comprehensive editing service which includes addressing redundancy, grammar, and related aspects - Adept at maintaining the author's voice and style while enhancing the book's overall quality - Strong understanding of the nuances of fiction writing, including plot, character development, and dialogue Ideal Skills: - Previous experience in editing fiction books - Excellent command of grammar, punctuation, and style - Strong attention to detail and ability to provide constructive feedback - Ability to meet deadlines and work collaboratively with the author - Understanding of the importance o...

I need a meticulous and creative research & paraphrasing specialist who can also proofread my documents Your proficiency in both research and writing is crucial for this task. The right individual will also have a keen eye for detail, ensuring that the documents is correct in grammar, punctuation, and structure.

I need a meticulous and creative research & paraphrasing specialist who can also proofread an eBook. Here's an overview of the tasks: - **Research & Paraphrasing:** The primary job entails researching content related to a particular topic on radio. You need to be adept at summarizing and putting information into your own words. - **APA Styling:** It's important th...radio. You need to be adept at summarizing and putting information into your own words. - **APA Styling:** It's important that you are familiar with APA 7 style as the paraphrased content needs to be structured accordingly. Your proficiency in both research and writing is crucial for this task. The right individual will also have a keen eye for detail, ensuring that the eBook is correct in grammar...

...effort with some calls/video chats back and forth. Maybe also give me some tips/tricks about how I can customize it to match with a given job when applying description/situation. To show you've actually read through this: 1- Tell me a difference between the way a European and a American Resumé & CV might be prepared. 2- Give me a sell about yourself - why are you the right person for the job! 1 sentence is enough. 3- Let me know when you have free time in the next few days to make a phone call or video chat - IMO it is necessary to speak face to face for at least a brief time to accomplish this task. I already have a resume & cover letter that is horribly out of date - but it's a decent place to start. The same applies to my spouse. To be clear - this ...

...Pexel to browse for free footage. For this purpose the B-roll footages shouldn’t be perfect but should be at right places. Sometimes you can add or delete if you wish to have them somewhere else than Visla suggests. Add proper intro outro Create transitions where you feel is right, for transitions you can also use capcut Delete default music! Export Work with Capcut Add subtitle-auto caption Fix grammar, spelling mistakes, punctuation. Check several times! Do not leave mistakes! Fix design for subtitle: Change color of the text background 143c4e, Text: Roboto/Open sans, smallest (5) Add Text following similarly than in the example when you think we should highlight bullet points or lists always use the yellow background to the right. For headline use Blend-Brighten-Opacity...

Hello I would like to fix the following site: the following site: (!!!! you need to click on OPEN button to see the URL :) :) ) in order to fix all the problems in the indexes greek and english language that show when you use the below tool: The site design and the Google Speed Insights must remain unchanged. In case minor changes has to be done, you need to make print screen to inform us what you have done.

I'm in search of a skilled content writer who is capable of creating engaging, well-researched, and informative content pieces for my blog, articles, and we...catered towards a general audience. Ideal Skills and Experience: - Proven experience in content writing, particularly for blogs, articles, and website content - Ability to create content with a professional and engaging tone - Proficiency in conducting thorough research and incorporating it into the content - Excellent understanding of SEO and how to incorporate keywords naturally - Strong grasp of grammar and writing styles - Experience in writing for a general audience - Ability to meet deadlines and work independently If you have a portfolio or samples of your previous work, please provide them. Looking forward to wo...

...experienced web developer or designer to make some changes to my site. The changes mainly revolve around my services page and home page, with a bit of search engine optimization for good measure. Main Objectives: - Completely overhaul the introduction and images on the services page. I'd like both the text and imagery to be revised to best display our services. - Amend a single sentence on the home page. The particular sentence would be specified upon project commencement. - I would also like an expert to look through my site and adjust the SEO keywords for better search engine visibility. Ideal Skills: - Web Development - Graphic Design - SEO strategies and keyword integration Please apply only if you have strong experience in all the areas listed above. Timelin...

I'm a beginner in Spanish looking to advance my skills for work purposes. Key Details: - **Current Level:** I'm just starting out, so the ideal tutor should be able to teach basic grammar, vocabulary, and pronunciation. - **Learning Goals:** My primary aim is to be able to communicate effectively in a professional environment. This means I'm particularly interested in business vocabulary and phrases. - **Preferred Teaching Style:** I learn best through conversation practice, so the tutor should be comfortable conducting role plays, simulated work conversations, and similar activities. Ideal Skills and Experience: - **Fluency in Spanish:** The tutor should be a native or near-native speaker of Spanish. - **Experience in Teaching:** Previous experience in teaching Sp...

As an ebook author, I'm looking to take my wri...on a niche ocean cruising/sailing industry and contains some specific technical terms; thus, any proofreader who undertakes this project should have expertise in handling industry-specific terminology. Specific tasks required include but are not limited to: - Vigilant correction of grammar and punctuation errors - Enhancing readability and maintaining the flow - Actively identifying and rectifying spelling mistakes The ideal candidate should have proven experience in professional proofreading, excellent grammar and punctuation skills, and a knack for enhancing readability on complex technical topics. It's important that you have an understanding of specific terms related to my work industry. Mastery of the English ...

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I'm looking for an efficient individual who is well-versed in modifying PDF documents, specifically text content. Quick turnaround, less than 12 hours. Easy task. Maximum 5-7 pages with very limited text changes which are numerical dollars, numbers, and dates. Task Ov...task is solely to modify existing information within a PDF. - This task will involve the modification of text. No figures or layout alterations are required. - I will supply the replacement text for the PDF, ensuring that the document accurately represents my requirements. Ideal Skills: - Significant experience with PDF editing software - Excellent attention to detail - Good understanding of grammar and typography Please submit your application only if you have the related experience and are available to sta...

I'm looking for a skilled content writer who can help me with c...the chosen genres Ideal Skills & Qualifications: - Proven experience in creative writing and a strong portfolio showcasing similar work - Proficiency in storytelling and conceptualizing narratives - Adept at writing poetry that is both lyrical and concise - Understanding of genre conventions and the ability to write to specific themes - Excellent command of the English language with flawless grammar and spelling Please note there are no specific word count requirements; the goal is to deliver high-quality content that captivates the reader within the boundaries of a short story or poem. If you have a passion for creative writing and are adept at crafting stories and poems across multiple genres, I would lov...

I'm seeking a skilled writer to compose informative articles that fall within the 500-1000 words range. The ideal candidate will have: - Proven experience in writing high-quality, engaging and informative articles. - Excellent research skills to deliver fact-checked, accurate content. - Proficiency in following guidelines and sticking to the word count. Stellar grammar, punctuality on deadlines, and the capacity to consistently deliver error-free work are must-have qualities. Please provide your related article writing samples upon bidding.

I'm currently looking for a qualified English tutor who can help elevate my language skills from intermediate to upper intermediat...my language skills from intermediate to upper intermediate level. A dedicated professional with native English fluency is highly preferable. The tutoring sessions will occur three times a week, and these will be fully online. Areas of focus include: - Vocabulary Building: Enhancing word knowledge and usage. - Pronunciation: Correcting and improving English pronunciation. - Grammar: Advancing sentence construction and grammatical rules. Prospective tutors should have a proven track record in English language education and can develop a structured plan to improve my language proficiency . A flexible, patient, and engaging tutori...

In this project, I am seeking a professional freelancer who can implement the extensive handwritten revisions that I've made t...existing content - Deleting unnecessary sections according to my annotations - Edits need to be made directly to the existing Word text while preserving the original content - This project contains about 60,000 words changes in total, so the ability to meticulously handle large volumes of text is crucial. Ideal qualifications: - Proficient with Microsoft Word - Excellent English language and grammar skills - Strong attention to detail - Proven experience in editing and rewriting book manuscripts - Ability to follow instructions closely - Patience and commitment to see a large project to completion Looking forward to receiving your bids for this ex...

Hello Dear freelancers I have Native Swedhish voice recording project. Recording sentneces- 1147 sentence (Short and Long phreses) Each. payout - $40 Deadline - 1st May all work through in our application. For this poject we need 10 sentneces as a sample work. Note: In sample files we only check enviroment we will not check your accent . So please apply only native swedish people for this job) we release milestone when we will get feedback ( after 15-20 days). this is Two time project it means each candidate participate twice time and payout shoud be $80 each [if you do this project (1147*2 = 2294 sentences) twice time only]. We accept correct pronounceation and after feedback if you face redo you have to do redo work first then we will pay. Thanks

...(Subh). (Two (2) rak^ahs): Its time begins after ^Isha' time and remains until sunrise (Shuruq). These obligatory prayers must be performed in their due times by every Muslim who is pubescent, sane, and pure. I would like to process each word in Arabic and generate a JSON object with the word in Arabic, its translations in English, the Arabic type of the word, an example of sentence in Arabic and the corresponding sentence in English. In Arabic there are 3 types of word: noun (اسم), verb (فعل) and harf (حرف). If the word is an noun, I would like to have plural next to the singular. And if the word is a verb, I would like to have the past, present and noun. Here are some examples: [{ "ar": "مِن", "eng": "from", "type...

I am seeking a professional who is adept at data entry and copywriting. This project will require: - Online form filling using data from exist...detail and accuracy is of utmost importance. Skills in data entry and experience with handling digital documents will be essential. - Copy writing for blog and articles. I am looking for someone with experience in crafting engaging, informative, and high-quality content related to my industry. Expertise in blog and article writing is a must, as well as a strong command of English language and grammar. The perfect candidate will possess Excel skills for the data entry part of the project, and should have a track record of creating enticing blog posts that keep the reader's interest. Your bidding should reflect experience and skills ...

I'm seeking a skilled web application developer to generate a platform focusing on price checking/matching for groceries from different supermarkets. Hi, We are looking for someone to create a web application/website for us. The main feature of the web application/website is showing the user grocery items and prices from different supermarkets in your area(a price checker website ). For example, If you are looking for bread, it should show you all the supermarkets that stock bread(including all the brands and types offered in the supermarkets) and the prices at each supermarket. Also, it should highlight any promotions for the product selected. This data should be obtained by using web scraping or robots. The website needs to have an easy-to-use GUI and images of the product....

I am looking for content writers with exceptional writing skills. The project involves creating blog posts, product descriptions, and social media posts. Key Requirements: - Ability to write in a formal and professional tone - Proficienc...The project involves creating blog posts, product descriptions, and social media posts. Key Requirements: - Ability to write in a formal and professional tone - Proficiency in writing 500-1000 words per piece - Versatility in creating content for different mediums such as blogs, product pages, and social media Ideal Candidate: - Previous experience in content creation - Strong grasp of grammar and sentence structure - Ability to adapt writing style based on content medium Please include writing samples in your bid. Looking forward to ...

...a freelance writer with experience in business analysis reports and Sustainable Development Goals. The report will focus on a business from a list provided, and must be 1500 words excluding the reference list. Key Requirements: - A business from the list will be provided. The analysis should focus on its value chain mapping and how it aligns with Sustainable Development Goals (SDGs). - Every sentence in the report must be intext cited. - All references should be provided in APA 7 style. Ideal Skills and Experience: - Proven experience in writing business analysis reports. - Familiarity with Sustainable Development Goals and their application in business contexts. - Exceptional research skills to thoroughly map out the business's value chain. - Proficient in APA 7 style...

I'm in search of an editor with a strong background in editing Spanish rhymes. Your primary task will involve enhancing the work in terms of metrics, rhythm, and grammar. The job also includes content and structure editing to ensure the final product is appealing for an audience seeking entertainment. Key Requirements: - A proven track record in editing Spanish rhymes - Exceptional expertise in metrics, rhythm, and grammar - Capability to enhance content and structure - Experience in creating entertaining content Please note, I only consider applications from individuals who have demonstrable experience and talent in editing rhymes. Delivery: - Approximately 350 words to be edited - Final work to be delivered in a plain text document.

...social media posts. The primary focus will be on technology-related topics. Ideal Skillset and Experience: - You should have at least beginner level knowledge in the tech industry. However, if you have the ability to research and grasp topics quickly, that would be beneficial. - Experience in creating content for various platforms, including blogs, websites, and social media. - Strong writing and grammar skills, with a knack for engaging readers. As the writer, your responsibilities will include: - Researching and understanding the topic before writing. - Adapting your writing style to cater to different platforms. - Ensuring all content is error-free and of high quality. Your primary goal will be to create engaging and informative content, which appeals to tech enthusiasts ...

...submissions * Manage grant submission process, including meeting all required deadlines * Communicate progress updates to management and incorporate feedback * Assist with post-award reporting and compliance as needed Requirements: * Proven track record of securing grants, preferably for startups or businesses in the jewelry or creative industries * Exceptional writing skills in English with impeccable grammar and attention to detail * Strong research skills and ability to quickly understand our business and funding needs * Excellent project management skills and ability to meet tight deadlines * Proficiency with common grant application formats and systems * Able to work and communicate effectively remotely Compensation: Freelance contract position compensated through a combin...

...well-tested code delivered on time Clear, prompt communication throughout project Key Components: Text/file ingestion and vectorization Semantic similarity search in Milvus/SPTAG Local post-hoc model explanations Production-ready Flask/FastAPI UI Documentation and usage guides Document Ingestion (spaCy, Beautiful Soup, PyMuPDF): Scrape/ingest docs, extract text, handle formats Vectorization (Sentence/Doc2Vec): Convert text to distributed representations Vector Database (Milvus, SPTAG): Store/index vectors at scale for retrieval Semantic Search (FAISS): Leverage ANN for related content finding Knowledge Graph (spaCy, NetworkX): Extract entities/relations, build graph Explainability (AIX360, LIME): Provide post-hoc model explanations UI (Flask, Streamlit): Build search/browse fron...