DEV Community: Manjunatha Sai Uppu

Azure - Building Multimodal Generative Experiences. Part 2

Manjunatha Sai Uppu — Fri, 31 May 2024 02:14:17 +0000

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Create a composed Document Intelligence Model

Composed models in Azure AI document intelligence enable users to submit a form when they don't know which is the best model to use.
Composed Models
- when you have forms with unusual or unique formats, you can create and train your own custom models in Azure AI Document Intelligence.
- You can create custom model of 2 types (custom template model and custom neural models) refer to previous post to know more about them.
- Once you have created a set of custom models, you must assemble them into a composed model. you can do this on the Azure AI Studio.
- Custom model Compatibility
- Custom template models are responsible with other custom template models across 3.0 and 2.1 API versions
- Custom neural models are composable with other custom neural models.
- Custom neural models can't be composed with custom template models.
- Custom models

Build a document intelligence custom skill for azure search.

If you integrate AI Search with an Azure AI Document intelligence solution, you can enrich your index with fields that your Azure AI Document Intelligence models are trained to extract.
Azure AI Search is a search service hosted in Azure that can index content on your permises or in a cloud location.
There are 5 stages in Indexing process
- Document Cracking. In document cracking, the indexer opens the content files and extracts their content.
- Field Mappings. Fields such as titles, names, dates, and more are extracted from the content. You can use field mappings to control how they're stored in the index.
- Skillset Execution. In the optional skillset execution stage, custom AI processing is done on the content to enrich the final index.
- Output field mappings. If you're using a custom skillset, its output is mapped to index fields in this stage.
- Push to index. The results of the indexing process are stored in the index in Azure AI Search.
AI Search Skillset
- Key Phrase extraction
- Language Detection
- Merge
- Sentiment
- Translation
- Image Analysis
- Optical character recognition
we can use custom skills too and they can be used for 2 reasons
The list of built-in skills doesn't include the type of AI Enrichment you need.
you want to train your own model to analyze the data
2 types of custom skills that you can create
- Azure Machine Learning Custom Skills
- Custom Web API Skills Refer to this link for building an Azure AI Document Intelligence Custom Skill

Azure - Building Multimodal Generative Experiences. Part 1

Manjunatha Sai Uppu — Wed, 29 May 2024 17:04:01 +0000

This Blog is a brief run-through of this learn collection to get a good understanding of the AI services offered by Azure.

Getting Started with Azure OpenAI Services

Many Generative models are subsets of deep learning algorithms that support various workloads like vision, speech, language, decision and search.
On Azure, these models are available through Rest APIs, SDK's, and Studio Interfaces.
Azure Open AI Provides access to model management, deployment, experimentation, customization and learning resources.
To begin building with Azure OpenAI, we need to choose and deploy a base model. Microsoft provides base models and an option to create customized base models
There are several types of models available likely -->GPT 4, GPT 3.5, Embedding models, and Dall E Models(image generation models) which differ by cost, speed, and how well they complete the tasks
Deployment of those Azure AI models can be done in multiple ways like using Azure OpenAI Studio, Azure CLI, or Azure Rest API.
Once the deployment is done, you can check the models by triggering them from Azure OpenAI Studio.
Likely using the below prompt types
- Classifying Content
- Generating New Content
- Holding a Conversation
- Transformation ( translation and symbol conversion)
- Summarizing Content
- Pick up where you left off
- Giving Factual Responses
Additionally, you can test your models in the completion playground.
- These below are the parameters that you see on the completion playground.
- Temperature: Controls randomness. Lowering the temperature means that the model produces more repetitive and deterministic responses. Increasing the temperature results in more unexpected or creative responses. Try adjusting temperature or Top P but not both.
- Max length (tokens): Set a limit on the number of tokens per model response. The API supports a maximum of 4000 tokens shared between the prompt (including system message, examples, message history, and user query) and the model's response. One token is roughly four characters for typical English text.
- Stop sequences: Make responses stop at a desired point, such as the end of a sentence or list. Specify up to four sequences where the model will stop generating further tokens in a response. The returned text won't contain the stop sequence.
- Top probabilities (Top P): Similar to temperature, this controls randomness but uses a different method. Lowering Top P narrows the model’s token selection to likelier tokens. Increasing Top P lets the model choose from tokens with both high and low likelihood. Try adjusting temperature or Top P but not both.
- Frequency penalty: Reduce the chance of repeating a token proportionally based on how often it has appeared in the text so far. This decreases the likelihood of repeating the exact same text in a response.
- Presence penalty: Reduce the chance of repeating any token that has appeared in the text at all so far. This increases the likelihood of introducing new topics in a response.
- Pre-response text: Insert text after the user’s input and before the model’s response. This can help prepare the model for a response.
- Post-response text: Insert text after the model’s generated response to encourage further user input, as when modeling a conversation.
Also you have a chat playground that is based on conversation in the message out interface which contains these parameters (Max Response, Top P, Past Messages Included)

Analyze Images

Azure Vision Service is designed to help you extract information from images. It provides the below functionalities
- Description and Tag Generation
- Object Detection
- People Detection
- Image metadata, color, and type analysis
- Category Identification
- Background Removal
- Moderate Rating (determine if the image includes any adult or violent content)
- Optical Character Recognition
- Smart thumbnail generation

Plan an Azure AI Document Intelligence solution

Azure AI Document Intelligence uses Azure AI Services to analyze the content of scanned forms and convert them into data. It can recognize text values in both common forms and forms that are unique to your business.
Azure AI Document Intelligence is an Azure service that you can use to analyze forms completed by your customers, partners, employers, or others and extract the data that they contain.
prebuilt models like (read, general document, layout) are available and common type forms like ( invoice, receipt, W-2 US tax declaration, ID Document, Business Card, Health Insurance card), custom models (custom template model, custom neural model), composed models (model which consists of multiple custom models).
Refer this for more info on model types
Azure AI Document Intelligence includes Application Programming Interfaces for each model types you've seen.

Use Prebuilt Document Intelligence models

prebuilt models in Azure AI Document Intelligence enable you to extract data from common forms without training your own models.
Several of the prebuilt models are trained on specific form types:
- Invoice model. Extracts common fields and their values from invoices.
- Receipt model. Extracts common fields and their values from receipts.
- W2 model. Extracts common fields and their values from the US Government's W2 tax declaration form.
- ID document model. Extracts common fields and their values from US drivers' licenses and international passports.
- Business card model. Extracts common fields and their values from business cards.
- Health insurance card model. Extracts common fields and their values from health insurance cards.
The other models are designed to extract values from documents with less specific structures:
- Read model. Extracts text and languages from documents.
- General document model. Extract text, keys, values, entities, and selection marks from documents.
- Layout model. Extracts text and structure information from documents.
Features of Prebuilt models (text extraction, key-value pairs, entities, selection marks, tables, fields)
Also there are some input requirements we need to follow to use the prebuilt models and also a brief info of which models provide which features refer to this link.
Probably W2 models and General Document models are good enough to get all the features that we might need.

Extract data from forms with Azure Document Intelligence.

Azure Document Intelligence uses Optical Character Recognition capabilities and a deep learning model to extract text, key-value pairs, selection marks, and tables from documents.
OCR captures document structure by creating bounding boxes around detected objects in an image.
Azure Document Intelligence is composed of the following services
- Document Analysis Models
- Prebuilt models( W2, invoices, receipts, ID Documents, Business Cards)
- Custom Models
Azure Document Intelligence works on input documents that meet these requirements:
- Format must be JPG, PNG, BMP, PDF (text or scanned), or TIFF.
- The file size must be less than 500 MB for the paid (S0) tier and 4 MB for the free (F0) tier.
- Image dimensions must be between 50 x 50 pixels and 10000 x 10000 pixels.
- The total size of the training data set must be 500 pages or less.
To Use OCR Capabilities, use a layout or read or general document model.
To create an application that extracts data from other formats we can use prebuilt models
To create an application that extracts data for your industry-specific norms we can use custom models
Custom Models
- Custom template models accurately extract labeled key-value pairs, selection marks, tables, regions, and signatures from documents. Training only takes a few minutes, and more than 100 languages are supported.
- Custom neural models are deep-learned models that combine layout and language features to accurately extract labeled fields from documents. This model is best for semi-structured or unstructured documents.

Refer this Link for Continuation

Type of API Testing

Manjunatha Sai Uppu — Mon, 30 Oct 2023 15:00:42 +0000

Smoke Testing
Functional Testing.
Integration Testing
Regression Testing
Load Testing
Stress Testing
Security Testing
UI Testing
Fuzz Testing

Smoke Testing:
Smoke testing is an initial testing process to check whether the most crucial functions of a program are working without any critical errors. It's often performed before more comprehensive testing. Imagine you've developed a web application. During smoke testing, you'd check if the main components, such as the login page, home page, and basic navigation, are functioning correctly without major issues.

Functional Testing:
Functional testing assesses the software's functions by testing each function's input, output, and behavior. For example, consider a banking application. Functional testing would involve testing activities like user authentication, fund transfer, balance inquiry, and transaction history to ensure that each function operates as expected based on its specifications.

Integration Testing:
Integration testing checks the interface between different software modules and ensures that they work together as intended. Imagine you're developing an e-commerce platform. Integration testing would involve verifying that the payment gateway, inventory management system, and user interface all communicate effectively to process orders, update stock, and handle transactions seamlessly.

Regression Testing:
Regression testing ensures that new changes or updates to the software do not adversely affect the existing functionality. Let's say you've added new features to a mobile app. Regression testing would involve retesting the original functionalities like login, data retrieval, and core operations to confirm that the new updates haven't caused any unintended issues or bugs.

Load Testing:
Load testing evaluates the software's performance under normal and peak usage conditions to determine its stability and response time. For instance, if you've developed a video streaming platform, load testing would involve simulating a large number of users accessing the platform simultaneously to assess how well it handles the increased traffic and data load.

Stress Testing:
Stress testing examines the software's behavior under extreme conditions to assess its robustness and determine the breaking point. Consider an online shopping website. Stress testing would involve evaluating how the platform performs when there's a sudden surge in user traffic, heavy load on the servers, or when the database is nearing its maximum capacity.

Security Testing:
Security testing evaluates the software's ability to protect data and maintain the integrity of the system against potential threats and vulnerabilities. If you've developed a mobile banking application, security testing would involve assessing how well the application safeguards user data, prevents unauthorized access, and encrypts sensitive information to prevent security breaches and cyber attacks.

UI Testing:
UI testing focuses on the user interface to ensure that the application's visual elements and user interactions function as intended. Consider a social media platform. UI testing would involve assessing the layout, color scheme, buttons, links, and overall user experience to ensure that the interface is intuitive, visually appealing, and easy to navigate.

Fuzz Testing:
Fuzz testing involves sending invalid, unexpected, or random data inputs to the software to check how it handles these inputs. For instance, if you're testing a messaging application, fuzz testing would involve sending a series of random characters, symbols, and special characters to verify that the application can handle such inputs without crashing or producing unexpected behavior.

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reference from ByteByteGo Blog

Differences between Firebase, Supabase, AWS Amplify, Appwrite

Manjunatha Sai Uppu — Sat, 29 Jul 2023 13:42:47 +0000

Differences between different Backedn as a Service Providers

Feature	Supabase	AWS Amplify	Firebase	Appwrite	Others
License	Open-source	Proprietary	Proprietary (Google Cloud)	Open-source	Varies based on platform
Backend Services	✓ Auth, Database, Storage, Realtime Events	✓ Auth, Database, Storage, Functions, API	✓ Auth, Database, Storage, Realtime Database	✓ Auth, Database, Storage, Functions	Varies based on platform
	✓ Realtime Collaboration, Webhooks	✓ Hosting, Analytics, AI/ML, Monitoring	✓ Hosting, Analytics, AI/ML, Cloud Messaging	✓ Realtime Collaboration, Webhooks
Serverless Functions	✓ Custom Functions	✓ Custom Serverless Functions	✓ Firebase Cloud Functions (Node.js)	✓ Custom Serverless Functions	Varies based on platform
Scalability	Horizontal Scaling	Horizontal Scaling	Horizontal Scaling	Horizontal Scaling	Varies based on platform
Data Replication	Automatic across regions	Automatic across regions	Automatic across regions	Limited replication	Varies based on platform
Database	PostgreSQL	NoSQL, SQL	Realtime DB, Firestore	NoSQL, SQL	Varies based on platform
Real-time Features	Built on PostgreSQL	Built-in Realtime	Built-in Realtime	Built-in Realtime	Varies based on platform
	✓ Realtime Collaboration, RLS	✓ Realtime Database Sync, Subscriptions	✓ Realtime Database Sync, Subscriptions	✓ Realtime Collaboration, Subscriptions
Authentication	✓ Email/Password, Social Sign-in	✓ Social Sign-in, Custom	✓ Email/Password, Social Sign-in, Custom	✓ Email/Password, OAuth, API Keys	Varies based on platform
File Storage	✓ Built-in File Storage	✓ Built-in File Storage	✓ Built-in File Storage	✓ Built-in File Storage	Varies based on platform
Analytics & Monitoring	Basic Monitoring & Logging	✓ Analytics, Monitoring, Logging	✓ Analytics, Monitoring, Logging	✓ Basic Monitoring & Logging	Varies based on platform
Web & Mobile Support	Web, iOS, Android	Web, iOS, Android, React Native	Web, iOS, Android, React Native	Web, iOS, Android, React Native	Varies based on platform
Custom Plugins	✓ Extensible with Custom Plugins	Limited Plugin Support	Limited Plugin Support	✓ Extensible with Custom Plugins	Varies based on platform
Webhooks	✓ Built-in Webhooks	Limited Webhook Support	Limited Webhook Support	✓ Supports Custom Webhooks	Varies based on platform
Localization	✓ Supports Multiple Languages	-	✓ Internationalization	-	Varies based on platform
Community Support	Growing Community Support	Large and Active Community Support	Large and Active Community Support	Growing Community Support	Varies based on platform
Offline Support	Automatic Offline Data Syncing	Automatic Offline Data Syncing	Offline Data Access and Syncing	Offline Data Access and Syncing	Varies based on platform

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Generative AI for Everyone on AWS

Manjunatha Sai Uppu — Tue, 25 Jul 2023 03:45:47 +0000

Vote of Thanks
Thanks to Ayyanar Jeyakrishnan for provididing this content at The Meetup

Path to GenAI

we came from descriptive analytics and then to predictive analytics and thne to word embeddings
and then we have generative ai now.

Let's Understand Basics
A word is tokenized first and then embedded as a vector and then we can apply the alogrithms that we want to apply like semantic search or clustering.

Foundation Models that are available on AWS Sagemaker to jumpstart for self managed access.

Publicaly available

Stability AI
Alexa
HuggingFace Models

Properitary Models

Co:here
Lighten
A121 Labs

Generative AI on AWS

AWS Bedrock
Amazon EC2 Trn1n and Amazon EC2 inf2
Amazon Code whisperer

Amazon Bedrock Foundation Models

AI21 labs - (Jurassic-2)
ANTHROPIC - (Claude)
Stability AI - (stable diffusion)
Amazon - (Amazon Titan)

on AWS we can try connecting with LLM by going through the Sagemaker foundation model - playground console

Things we can do by prompting and only using LLM

Text Generation
Summarization
Translation
Code Generation
Question and Answering

Choice of Choosing LLM should depend on these four things

Quality
Cost
Latency
Customization

Prompting Tricks

Zero shot Prompting - Decribing task that LLM needs to do without providing any examples
One Shot Prompting - Describing Task that LLM Needs to do along with one example
Few Shot Prompting - Describing Task along with Some examples to rely on

Note: Few shot > one shot > zero shot prompting

Challenges that we have while adapting LLM's to Enterprises

Pretraining Model from scratch
Data Privacy and Security and Ethics
Model Interpretability and hallucination
Fine Tuning and Customization
Continual Model Improvement and Integration.

Prompt Engineering

Manjunatha Sai Uppu — Mon, 17 Jul 2023 03:25:55 +0000

What is Prompt Engineering?

A Concept in Artificial Intelligence to make the AI model respond Corretly to our needs.
As generative AI tools improve, prompt engineering will also be important in generating other kinds of content, including robotic process automation bots, 3D assets, scripts, robot instructions and other types of content and digital artifacts.
Good at Prompt Engineering = Asking Good Questions = Getting Good Results
Brilliant Context = Brilliant Answer

Let's Know about a framework that we can use to get good results from Open AI's ChatGPT..

It is known as 5W and 1H framework.
Here 6W stands for What, Who, Why, Which, Where.
1H stands for How..

Lets Learn More about how to use that framework.

What - What do you want from the AI (what are the things that you are expecting it to do)
Who - To Whom the context is meant to or from whom it is being generated.
Where - Where are u planning to use the generated Data or generated Content.
Why - why are you planning to use the generated Data or generated Content
Which - Which content or which info u might need more.
How - How the output needs to be generated or how the output needs to be formatted etc.,

What we can do with CHATGPT?

If we need to do something or if we want to get/generate some good results what we can do is to ask the ChatGPT to do it for us.
Ex:

we can ask it to Rephrase/Summarize the prompt we provide.
We can ask it to Translate.
We can as it to Clarify (Explain in Simple Steps/Explain step by step.)
we can ask to troubleshoot an error by providing it with the good context
We can ask it to brainstorm ideas for us.

By Providing these short keywords in the prompt, eventually we can get good results

As we know there is a certain character limit for output and input in ChatGPT, we can use some commands to extract the info if the character limit is hit.
Some of those commands are

ROLEPLAY
COMPARE
CONTRAST
TRANSLATE
ELABORATE There Could be some more as well, but these are widely used.

Finally we can use CHATGPT for good or for bad, it all depends on how well you phrase your prompt.
Let's say if i want to know more about dictionary attack and ask chatgpt it might not give me the details.
If i ask it in a way that i want to know more about it in order to protect myself from such things it will eventually give out the informations
So I suggest everyone to bring out your inner Creativity while providing the prompt.
It will broaden your understanding and also helps to consider various aspects, implications etc.,

Why ChatGPT?

Manjunatha Sai Uppu — Mon, 17 Jul 2023 01:50:54 +0000

Why is everyone Hyped about ChatGPT?

Because it is incredible.
Because it is awesome.
Because it is amazing.

Notable AI Projects!.

Dall E.
Whisper
Bard.
Imagen Model (not Release to Public)
LLaMa by Meta

What Can be enhanced?

Fundamental Understanding
Business Logic
Creativity
Critical Thinking
Ethical Judgement
Emotional Intelligence
Contextual Awareness
Intuition

Although these are things that a human has these things can be greatly enhanced with the help of artificial intelligence (chatgpt kind of applications).
Overtime AI Models will become exponentially more potent and many new applications will be introduced.
AI can be used for many things.

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Startups of the Year 2023

Manjunatha Sai Uppu — Sun, 16 Jul 2023 11:17:59 +0000

Name	URL	Description
Privatyze	https://privatyze.io	Our flagship product DEPASS turns any NFT or W3C Verifiable Credential into a pass that can be held in any Apple or Google Wallet.
Blueboard	https://blueboard.com	The Blueboard rewards platform allows co...
ReFocus AI	https://refocusai.com	Retention analytics for subscription products.
The Good Face Project	https://thegoodfaceproject.com	The Good Face Project is a formulation a...
Sportidia	https://sportidia.com	Sportidia connects people from any sport...
Hyper Brew	https://hyperbrew.co	Hyper Brewis in the Video Creation Tools...
harpoon	https://harpoon.io	harpoon is a drag and drop Kubernetes to...
Platform Science	https://platformscience.com	Through the development of a first of it...
SoulShape	https://soulshape.app	SoulShapeis in the Healthcare IT Industr...
Alpha Fiber	https://alphafiber.tech	We are a B2B biotech startup developing ...
Meetlete	https://meetlete.com	Meetlete is taking fan engagement to the...
ClickUp	https://clickup.com	ClickUp is the world's only all-in-one p...
Assigned	https://getassigned.com	Born in an agency that interfaced with h...
OmniSync	https://omnisync.io	Our software is a first-of-its kind tool...
Tag-N-Trac	https://tagntrac.com	We completed development and are introdu...
Zoox	https://zoox.com	Zoox was founded to make personal transp...
Hey Social Good	https://heysocialgood.com	Hey Social Good is a social impact tech ...
SimplicityDX	https://simplicitydx.com	SimplicityDXis in the E-Commerce Enabler...
Pagarba Solutions	https://pagarba.ai	We are a company committed to intelligen...
Blue Mountain Insights	https://bluemountaininsights.com	Blue Mountain Insightsis in the Data as ...
RobustPhysics	https://robustphysics.com	RobustPhysics is based in San Diego, Cal...
Monsido	https://monsido.com	Website accessibility!
PassPoint	https://getpasspoint.com	PassPoint currently focuses on COVID com...
PatientPartner	https://patientpartner.com	You use Facebook \u0026 Instagram for yo...
Lawmatics	https://lawmatics.com	Lawmatics is the #1 Attorney-Client Rela...
Work Chop	https://eworkchop.com	Work Chopis in the Robotic Process Autom...
EMU Results Coaching	https://emuresultscoaching.com	EMU Results Coachingis in the Continued ...
EverBee	https://everbee.io	We help E-commerce companies identify tr...
Cleanbot	https://getcleanbot.com	Cleanbot.io is what you want in your hom...
Direct Systems Support	https://directsys.net	Direct Systems Supportis in the Business...
ProtectOn	https://protecton.app	ProtectOnis in the Security-Surveillance...
AirTrackFactoryUS	https://airtrackus.com	Premier inflatable tumbling equipment. W...
The Commons XR	https://thecommonsxr.com	The Commons XR provides an integrated pl...
comma	https://comma.ai	We're making driving chill—think Tesla A...
Pareto Care	https://pareto.care	Pareto Careis in the Healthcare IT Indus...
XILO	https://xilo.io	XILO helps hundreds of independent insur...
Redfish	https://redfish.agency	Redfish is a YouTube marketing agency.
BolideAI	https://bolide.ai	BolideAIis in the MarketingTech Industry
Boardcave	https://boardcave.com	Oceans wrap the majority of our planet a...
Launch Factory	https://launchfactory.com	We are a startup studio with a unique pa...
Capture2	https://capture2proposal.com	Capture2Proposal provides GovCon Busines...
Dia Creative	https://diacreative.com	Fractional CMO. Perfect your branding \u...
Doctible	https://doctible.com	Doctible offers a fully integrated platf...
PropertyFlo	https://propertyflo.com	PropertyFlois in the Real Estate IT Indu...
Maze AR	https://maze-ar.com	Maze AR provides an innovative technolog...
Carenet	https://carenet.ai	Carenetis in the Healthcare IT Industry
Ticordatatools	https://ticordatatools.com	Ticordatatoolsis in the Real Estate IT I...
Medical Intelligence One	https://mi1.ai	Medical Intelligence Oneis in the Health...
Ontologic	https://ontologic.ly	Ontologicis in the Business Intelligence...
Upgrade Merchant	https://upgrademerchant.com	Upgrade Merchantis in the Payments Indus...
Viso	https://viso.vision	Visois in the Construction Tech Industry
DecPage AI	https://decpage.ai	DecPage AIis in the Insurance IT Industr...
Advanced AI Solutions	https://xfireusa.com	Advanced AI Solutionsis in the Drones In...
PartnerOptimizer	https://partneroptimizer.com	PartnerOptimizeris in the MarketingTech ...
XRA	https://ziplaunchpad.sdsu.edu	NDA needed
Nowadays	https://nowadays.media	Our signature is inducing action through...
DogQ	https://dogq.io	DogQis in the Software Testing Tools Ind...
Classy.org	https://classy.org	Classy is the world’s largest fundraisin...
Oatmeal Health	https://oatmealhealth.com	Oatmeal Healthis in the Healthcare IT In...
Virtual Me	https://virtualme.care	Virtual Meis in the HRTech Industry
Kahoona	https://kahoona.io	Kahoonais in the Cybersecurity Industry
SwellCo	https://swellco.me	SwellCo connects sports enthusiasts with...
Walla	https://hellowalla.com	The fitness industry was shaken by the l...
Approveit	https://approveit.today	We enhance business efficiency by bringi...
NeighborhoodTrials	https://neighborhoodtrials.com	NeighborhoodTrialsis in the Life Science...
ObjectSecurity	https://objectsecurity.com	ObjectSecurity is a highly innovative cy...
Resilience.Healthcare	https://resilience.healthcare	Resilience.Healthcareis in the Healthcar...
Brain	https://braincorp.com	Brain Corp is a San Diego-based A.I. com...
Ongoing Subscriptions	https://ongoingsubscriptions.com	Ongoing Subscriptionsis in the E-Commerc...
BAM Communications	https://bamcommunications.biz	At bam communications, we provide assist...
Minnow	https://minnow.works	Minnow matches users with mobile MicroTa...
Prokobi	https://prokobi.com	Prokobiis in the Internet of Things Infr...
REST NODE	https://restnode.org	REST NODEis in the Smart Homes Industry
Truepic	https://truepic.com	Truepic develops the world's most secure...
KÉXY	https://getkexy.com	KÉXY is a data-driven multisided platfor...
MdNect	https://mdnect.com	MdNectis in the Digital Transaction Mana...
LLAVE	https://llave.io	LLAVEis in the Cybersecurity Industry
Campaign Wizard	https://campaignwizard.io	Campaign Wizardis in the MarketingTech I...
4th Dimension EMR	https://4d-emr.com	4th Dimension EMRis in the Healthcare IT...
Imperfects	https://imperfects.co	Handmade Surf, Skate, and Apparel for th...
VentiSwap	https://ventiswap.com	VentiSwapis in the Cryptocurrencies Indu...
PINS Advantage	https://pinsadvantage.com	Our software streamlines and automates t...
Ink Finance	https://inkfinance.xyz	Ink Financeis in the Blockchain Infrastr...
Trust \u0026 Will	https://trustandwill.com	Trust \u0026 Will is disrupting the trus...
Sequence	https://sequence.film	Sequenceis in the Video Creation Tools I...
DIGITAL MENU GUY	https://digitalmenuguy.com	DIGITAL MENU GUYis in the Food Tech Indu...
Mitek Systems	https://miteksystems.com	We’re Mitek, a NASDAQ-listed global lead...
Prana Wellness	https://pranawellnessworks.com	Prana Wellness brings wellness to the wo...
PrecisePK	https://precisepk.com	We are the developer of PrecisePK, a Bay...
CanIRank	https://canirank.com	SEO software that delivers actions and i...
GRAPL	https://grapl.it	GRAPLis in the Enterprise Collaboration ...
Robin Healthcare	https://robinhealthcare.com	Led by a repeat founder with a successfu...
Brilliant CRM	https://brilliantcrm.tech	Brilliant CRMis in the Sales Force Autom...
WEALTHAWK	https://wealthawk.com	WEALTHAWKis in the Investment Tech Indus...
ChargeNet Stations	https://chargenetstations.com	EV Fast Chargers in prime restaurant and...
Half Past Nine	https://halfpastnine.io	We deliver industry-leading marketing st...
Border	https://borderux.com	Product strategy User research Stakehold...
Streamlined	https://streamlinedpayments.com	Streamlined is on a mission to transform...
Mari + Gold	https://mariandgold.com	Mari + Goldis in the Marketing Services ...
Helix	https://helix.com	Helix is a growth stage company focused ...
HostedHooks	https://hostedhooks.com	HostedHooksis in the Application Develop...
Portrait	https://portraitcare.com	Portrait's mission is inspired care. We'...
Empirical	https://goempirical.com	We are a people-first company of product...
AlanaMD	https://alanamd.com	AlanaMDis in the Healthcare IT Industry
GoShare	https://goshare.co	GoShare is Paving a New Path in the Logi...
Jayu	https://jayu.us	The rewards program customers love ❤️ J...
Niche	https://withniche.com	Nicheis in the MarketingTech Industry
Ascent Warehouse Logistic...	https://ascentwl.com	Ascent Warehouse Logisticsis in the Logi...
AgileIT	https://agileit.com	100% unapologetically focused on Microso...
Career Club	https://careerclubhq.com	Career Clubis in the HRTech Industry
Ryzee	https://ryzee.co	Ryzeeis in the IoT Applications Industry
The Atlas MarketEdge	https://theatlasmarketedge.com	The Atlas MarketEdgeis in the MarketingT...
6Storage	https://6storage.com	Founded in 2011 to solve our own proble...
RFYN	https://rfyn.io	RFYNis in the MarketingTech Industry
Replay	https://replay.bio	Replayis in the Life Sciences Platforms ...
Pixly	https://pixly.ai	Pixly is building the easiest way to sav...
MarketPage	https://marketpage.co	MarketPageis in the Content Management S...
Slikk	https://slikk.ai	Slikkis in the Enterprise Collaboration ...
Crowd Connect	https://crowdconnect.io	Crowd Connectis in the MarketingTech Ind...
DecisionLogic	https://decisionlogic.com	DecisionLogic is a leading FinTech compa...
Land Lead Manager	https://landleadmanager.com	Land Lead Manageris in the Sales Force A...
Sensorydata	https://sensorydatacorp.com	Sensorydata removes the subjectivity fro...
ODK Central	https://odkcentral.com	ODK Centralis in the Open Source Industr...
GoFormz	https://goformz.com	GoFormz lets businesses capture data ele...
Cloudbeds	https://cloudbeds.com	Cloudbeds provides a transformative tech...
EmpathIQ	https://empathiq.ai	EmpathIQis in the Cybersecurity Industry
Skillmasters.io	https://skillmasters.io	Skillmasters offers a comprehensive trai...
KidSecure	https://kidsecure.app	KidSecureis in the Security-Surveillance...
Easy Games	https://easy.gg	Easy Games is a remote-first, independen...
Lively Root	https://livelyroot.com	At Lively Root, we are horticultural exp...
Learning Equality	https://learningequality.org	Learning Equality is a nonprofit organiz...

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Some Good AI Tools

Manjunatha Sai Uppu — Sun, 16 Jul 2023 07:39:22 +0000

S.No	Name	URL
1	Zoviz	Zoviz
2	tl;dv	tl;dv
3	Otter AI	Otter AI
4	Taskade	Taskade
5	Notion AI	Notion AI
6	Bing	Bing
7	Bard	Bard
8	Forefront	Forefront
9	Merlin	Merlin
10	WNR AI	WNR AI
11	Chat ABC	Chat ABC
12	Paperpal AI	Paperpal AI
13	Monic AI	Monic AI
14	ChartGPT	ChartGPT
15	Trinka AI	Trinka AI
16	Scholarcy	Scholarcy
17	Lavender	Lavender
18	Regie	Regie
19	Warmer	Warmer
20	Twain	Twain
21	Octane	Octane
22	10Web	10Web
23	Uncody	Uncody
24	Dora	Dora
25	Durable	Durable
26	Replit	Replit
27	Consensus	Consensus
28	Writesonic	Writesonic
29	Papercheck	Papercheck

Of All the above tools in order to build my personal brand and custom logo i had used Zoviz extensively. It has many features in it. we can consider it as one of the best ai logo maker (ai logo generator)specifically made for logo making.

Devops Trends in 2023

Manjunatha Sai Uppu — Sat, 15 Jul 2023 12:35:23 +0000

Scaling Up Applications Smartly ( security and safety during the process of application development).
Private Clouds are Emerging.
Integrating AI into Devops.
CI/CD — Continuous integration, continuous development, and continuous deployment.
Monolithic vs. Microservices (Microservice creates a change in how companies develop their technology infrastructure. A microservice architecture can be built using smaller independent parts of a large and complicated application. )
GitOps — Version Control With IaC
Security With DevSecOps.
Low-Code Application
Observability and Response Time.

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Websites to follow to stay up to date on Startups and their stuff...

Manjunatha Sai Uppu — Wed, 31 May 2023 02:49:08 +0000

Here's a list of websites to follow for staying up to date on startups:

TechCrunch ---> techcrunch.com
Crunchbase ---> crunchbase.com
AngelList ---> angel.co
Startup Grind ---> startupgrind.com
Product Hunt ---> producthunt.com
Hacker News ---> news.ycombinator.com
VentureBeat ---> venturebeat.com
Forbes (Startups) ---> forbes.com/startups
Entrepreneur ---> entrepreneur.com
LinkedIn ---> linkedin.com
These websites offer a wealth of information on startups, funding, product launches, industry trends, and entrepreneurial insights. Make sure to explore their content, subscribe to their newsletters, and follow them on social media to receive regular updates on the startup ecosystem.