Veranzi

Data scientist|| python|| data analyst||computer Scientist||Cyber Security Analyst

[Veranzi @Veranzi_Dev]

@hey_yogini Check this one out. https://t.co/Muj9GP23r4

[Veranzi @Veranzi_Dev]

Don’t fall in love with your solution; fall in love with the problem.
It’s time to let the data speak louder than your assumptions!

[Veranzi @Veranzi_Dev]

@Alexie_samson @_stayliquidd Just do it, it shows yours is locked. DM me.

[Veranzi @Veranzi_Dev]

@Alexie_samson @_stayliquidd I also have a website coming soon.

[Veranzi @Veranzi_Dev]

Pre hackathon mentorship program.
Let's make Africa better by leveraging AI.
We can be builders not necessarily consumers
@niru_kenya

[Cyber_Racheal @CyberRacheal]

Cybersecurity Roles for different domains 👇🏽

[Math Hub @mathhub_vn]

Top 6 Data Concepts

[Hacking Articles @hackinarticles]

20 Chatgpt prompt for Cyber Security

🔥 Telegram: https://t.co/bFiHxFjLZL

#CyberSecurity #InfoSec #PenetrationTesting #EthicalHacking #BugBounty #ThreatIntelligence #RedTeam #BlueTeam #CloudSecurity #DataSecurity #ZeroTrust #CyberSecurityJobs #CyberSecurityAwareness

[Python Programming @PythonPr]

SQL Joins Cheatsheet

[Python Programming @PythonPr]

8 Types of LLMs used in AI Agents

[Mohit Mishra @chessMan786]

How DNS Works?

[Dhanian 🗯️ @e_opore]

LLMs Roadmap
├── 01_Foundations
│ ├── Programming_Basics
│ │ ├── Python_for_AI
│ │ │ ├── Data_Types_Functions_Modules
│ │ │ ├── Virtual_Environments_Packages
│ │ │ └── Real_Project
│ │ │ └── Build_a_Text_File_Analyzer
│ ├── Math_for_LLMs
│ │ ├── Linear_Algebra_Basics
│ │ ├── Probability_and_Statistics
│ │ └── Intuition_Focused_Learning
│ └── Computer_Science_Fundamentals
│ ├── Data_Structures
│ ├── Algorithms_Basics
│ └── Complexity_Thinking
│
├── 02_Machine_Learning_Core
│ ├── ML_Concepts
│ │ ├── Supervised_vs_Unsupervised
│ │ ├── Training_vs_Inference
│ │ └── Overfitting_Underfitting
│ ├── Tools
│ │ ├── NumPy_Pandas
│ │ ├── Scikit_Learn
│ │ └── Matplotlib
│ └── Real_Project
│ └── Build_a_Text_Classifier_for_Support_Tickets
│
├── 03_Neural_Networks
│ ├── Core_Concepts
│ │ ├── Neurons_Layers_Activations
│ │ ├── Backpropagation
│ │ └── Loss_Functions
│ ├── Frameworks
│ │ ├── PyTorch
│ │ └── TensorFlow
│ └── Real_Project
│ └── Build_a_Sentiment_Analysis_Model
│
├── 04_NLP_Foundations
│ ├── Text_Processing
│ │ ├── Tokenization
│ │ ├── Stopwords_Stemming_Lemmatization
│ │ └── Vectorization
│ ├── Language_Models_Before_LLMs
│ │ ├── N_Grams
│ │ ├── Word2Vec_GloVe
│ │ └── Limitations
│ └── Real_Project
│ └── Build_a_Smart_Search_Engine_for_Documents
│
├── 05_Transformers_and_LLM_Core
│ ├── Transformer_Architecture
│ │ ├── Self_Attention
│ │ ├── Multi_Head_Attention
│ │ ├── Positional_Encoding
│ │ └── Encoder_vs_Decoder
│ ├── Popular_LLMs
│ │ ├── GPT_Family
│ │ ├── LLaMA
│ │ ├── Mistral
│ │ └── Claude
│ └── Real_Project
│ └── Build_a_Mini_GPT_Text_Generator
│
├── 06_LLM_Usage_and_Engineering
│ ├── Prompt_Engineering
│ │ ├── Zero_Shot
│ │ ├── Few_Shot
│ │ ├── Chain_of_Thought
│ │ └── System_Prompts
│ ├── LLM_APIs
│ │ ├── OpenAI_API
│ │ ├── HuggingFace_Inference
│ └── Real_Project
│ └── Build_an_AI_Study_Assistant
├── 07_Retrieval_Augmented_Generation_RAG
│ ├── Core_Idea
│ │ ├── Embeddings
│ │ ├── Vector_Databases
│ │ └── Context_Injection
│ ├── Tools
│ └── Real_Project
│ └── Build_a_Custom_Knowledgebase_Chatbot
├── 08_Fine_Tuning_and_Optimization
│ ├── Fine_Tuning
│ ├── Evaluation
│ └── Real_Project
│ └── Fine_Tune_an_LLM_for_Customer_Support
│
├── 09_AI_Agents_and_Tools
│ ├── Agent_Concepts
│ ├── Frameworks
│ │ ├── LangChain
│ └── Real_Project
│ └── Build_an_AI_Agent_that_Automates_Research
├── 10_Deployment_and_Production
│ ├── Model_Serving
│ │ ├── FastAPI
│ │ ├── Docker
│ │ └── GPU_Usage
│ ├── Cloud
│ │ ├── AWS_GCP_Azure
│ │ ├── Serverless_AI
│ │ └── Cost_Optimization
│ └── Real_Project
│ └── Deploy_an_AI_Chat_App_for_Real_Users
├── 11_Responsible_and_Modern_AI
│ ├── Ethics
│ ├── Security/
│ └── Real_Project
│ └── Secure_and_Monitor_an_LLM_Based_System
└── 12_Capstone_Real_World_AI_Product
├── Idea
│ ├── AI_SaaS
│ ├── AI_Tutor
│ ├── AI_Coding_Assistant
│ └── AI_Business_Analytics_Tool
├── Build
│ ├── End_to_End_System
│ ├── Scalable_Architecture
│ └── Real_User_Feedback
└── Outcome
└── Production_Ready_LLM_Product

Grab this Ebook resource to deepen your LLM journey:
https://t.co/DBXPEOcHrI

[fidexCode @fidexcode]

I can't believe I once tried to memorize code syntax

[Absa Bank Kenya @AbsaKenya]

We’re still inspired by the energy that lit up #GirlCodeHackathon2025 🙌🏾

Brilliant young women from across Kenya came together in a powerful celebration of creativity, courage, and collaboration.

[Stanley Wabomba @StanleyWabomba]

The Pan-African overall winner @Absa-Girl Code Women-in-Tech Hackathon will receive a grand prize of about Ksh 700,000 @AbsaKenya

[Python Programming @PythonPr]

Connect SQL to Python!

[GainChain AI @gchainAI]

Hello blockchain enthusiasts are you ready for GainChain Ai?

#blochchain

[GainChain AI @gchainAI]

🔁 Switch the mindset:
From celebration to creation.
Gratitude to grind.
Mom mode to momentum mode.
With GainChainAI, every keystroke counts, idea grows, & effort is multiplied. Let’s make this week a powerful one—tapping into AI-driven impact with intention & clarity.
Get it!💪

[GainChain AI @gchainAI]

🎯 “Hyper-Personalized Smart Contracts”
Position natural-language prompts as the interface for customizing contract logic, mirroring AI’s hyper-personalization trend.