#leanintoai search results
I'm experimenting with Google's Agent Development Kit(ADK) and using Gemini API. Let me tell you Maina, I got stuck and frustrated coz I couldn't authenticate the API key on Kaggle Notebook only to switch to Colab Notebook and it works! Anyway, the gospel is: #LeanIntoAI
If you are trying to get into Data Management, check out the most popular DM framework called DAMA-DMBOK and reach out if you need mentorship or guidance. Implementing AI solutions without proper data management will be mostly futile. Prioritize Data Management #LeanIntoAI
Based on my experience in the industry, I have observed that some roles have become prominent. For eg Product Managers are now AI translators. They have become critical in bridging what’s possible with what’s valuable by turning AI hype into real products. #LeanIntoAI
7/100: Learn fine-tuning: Take a pre-trained AI model and train it further with your own data. You know, like hiring a generalist and teaching them your industry secrets. It’s a specialized, costly, and complex process, but it's worth it #FromNovicetoAIExpert #LeanIntoAI
So, are your pipelines really production ready, or are they only moving data without reproducibility and drift monitoring? 6/6 #LeanIntoAI #DataEngineering
If only it will positively impact the income tax burden on Kenyans in the formal sector. #LeanIntoAI
17/100 CNNs are built for images. They detect spatial patterns, enabling object recognition, segmentation & detection. Vision Transformers (ViTs) are catching up, but CNNs remain a strong baseline in computer vision. #FromNoviceToAIExpert #LeanIntoAI
10/100 Learn AI agents: These don't just chat. They act! AI Agent frameworks let AI browse sites, run code, send emails, and use apps. They set goals and break them into steps. Ask “Plan my trip to Nairobi” and the agent books flights and hotels. #FromNoviceToAIExpert #LeanIntoAI
9/100 Learn vector databases: Traditional databases match words exactly. Vector databases match meanings. Search “heart attack” → get “cardiac arrest.” That’s how AI surfaces the right info from huge datasets and powers smart search. #FromNoviceToAIExpert #LeanIntoAI
In fact, Thomas Davenport(@tdav) said it best: Every company will eventually be in the data business. Companies should continuously work on its Data Governance and Management Strategy for data to be realized as asset that drives business value. #AI #DataGovernance #LeanIntoAI
14/100 Learn chain-of-thought: This is how AI shows step-by-step, not a leap to the answer. This increases accuracy on complex tasks and drops risks. Use it when a wrong answer has real costs. Review the steps, spot flaws, and then decide. #FromNoviceToAIExpert #LeanIntoAI
13/100 Master function calling: AI can trigger APIs, query data, and send messages. Say “schedule a meeting” and it places it on your calendar. This is how AI shifts from chatbot to real assistant. #FromNoviceToAIExpert #LeanIntoAI
16/100: Transformers handle text. They learn long-range context and power GPT, Claude, LLaMA. They also work in vision(ViTs) and multimodal tasks, but text stays their strongest domain. #FromNoviceToAIExpert #LeanIntoAI
12/100 Learn speech-to-text AI: It listens and writes. Models like Deepgram or AssemblyAI convert speech into text, translate across languages, and handle noisy audio. That’s how Zoom creates live captions and YouTube auto-generates subtitles. #FromNoviceToAIExpert #LeanIntoAI
11/100 Learn multimodal AI: It works with text, images, audio, and video together. GPT-4V can look at an image and describe it. Whisper converts speech into text. The world is more than text, and multimodal AI makes sense of all content types. #FromNoviceToAIExpert #LeanIntoAI
8/100 Learn embeddings: AI turns sentences into thousands of numbers. “I love coffee in the morning” lands near “Tea gives me energy.” Embeddings capture meaning, not just words. This is how AI powers search & recommendations. #FromNoviceToAIExpert #LeanIntoAI
Machine generated data/content is real. We need to drive more governance to avoid chaos #LeanIntoAI
15/100 Learn neural architectures: Transformers = text tasks CNNs = image tasks RNNs = sequence tasks Pick the wrong one, and performance drops. Know the strengths so you match the right model to the right problem. Let's explore each further: #FromNoviceToAIExpert #LeanIntoAI
8/100: Learn RAG - Retrieval Augmented Generation RAG lets AI fetch info from your documents live, like granting it flawless recall of your company’s knowledge. It’s faster and more affordable than fine-tuning. It's the deal starting point for most business AI uses #LeanIntoAI
In fact, Thomas Davenport(@tdav) said it best: Every company will eventually be in the data business. Companies should continuously work on its Data Governance and Management Strategy for data to be realized as asset that drives business value. #AI #DataGovernance #LeanIntoAI
If you are trying to get into Data Management, check out the most popular DM framework called DAMA-DMBOK and reach out if you need mentorship or guidance. Implementing AI solutions without proper data management will be mostly futile. Prioritize Data Management #LeanIntoAI
Based on my experience in the industry, I have observed that some roles have become prominent. For eg Product Managers are now AI translators. They have become critical in bridging what’s possible with what’s valuable by turning AI hype into real products. #LeanIntoAI
I'm experimenting with Google's Agent Development Kit(ADK) and using Gemini API. Let me tell you Maina, I got stuck and frustrated coz I couldn't authenticate the API key on Kaggle Notebook only to switch to Colab Notebook and it works! Anyway, the gospel is: #LeanIntoAI
Machine generated data/content is real. We need to drive more governance to avoid chaos #LeanIntoAI
If only it will positively impact the income tax burden on Kenyans in the formal sector. #LeanIntoAI
This one woke up to share this with me, and now my Sunday just got interesting. As usual, Kenya is among the AI leaders in tech and AI innovation in Africa. 90% optimism is also another reason why you should believe me when I say that you should #LeanIntoAI @MastercardFdn 🙏🏿🙏🏿
So, are your pipelines really production ready, or are they only moving data without reproducibility and drift monitoring? 6/6 #LeanIntoAI #DataEngineering
Revolutions unfold gradually and then suddenly all at once. While AI still leans heavily on human assistance today, it’s about to advance rapidly, and in a couple of years, it will handle far more tasks autonomously. #LeanIntoAI
RNNs (Recurrent Neural Networks): Networks that process data step by step while remembering previous steps. It was the best for sequential data like speech, time series, and language before Transformers. #LeanIntoAI
CNNs (Convolutional Neural Networks): Networks that scan data with filters to detect spatial patterns. Best for images, object recognition, segmentation, and detection. #LeanIntoAI
17/100 CNNs are built for images. They detect spatial patterns, enabling object recognition, segmentation & detection. Vision Transformers (ViTs) are catching up, but CNNs remain a strong baseline in computer vision. #FromNoviceToAIExpert #LeanIntoAI
16/100: Transformers handle text. They learn long-range context and power GPT, Claude, LLaMA. They also work in vision(ViTs) and multimodal tasks, but text stays their strongest domain. #FromNoviceToAIExpert #LeanIntoAI
15/100 Learn neural architectures: Transformers = text tasks CNNs = image tasks RNNs = sequence tasks Pick the wrong one, and performance drops. Know the strengths so you match the right model to the right problem. Let's explore each further: #FromNoviceToAIExpert #LeanIntoAI
14/100 Learn chain-of-thought: This is how AI shows step-by-step, not a leap to the answer. This increases accuracy on complex tasks and drops risks. Use it when a wrong answer has real costs. Review the steps, spot flaws, and then decide. #FromNoviceToAIExpert #LeanIntoAI
13/100 Master function calling: AI can trigger APIs, query data, and send messages. Say “schedule a meeting” and it places it on your calendar. This is how AI shifts from chatbot to real assistant. #FromNoviceToAIExpert #LeanIntoAI
12/100 Learn speech-to-text AI: It listens and writes. Models like Deepgram or AssemblyAI convert speech into text, translate across languages, and handle noisy audio. That’s how Zoom creates live captions and YouTube auto-generates subtitles. #FromNoviceToAIExpert #LeanIntoAI
11/100 Learn multimodal AI: It works with text, images, audio, and video together. GPT-4V can look at an image and describe it. Whisper converts speech into text. The world is more than text, and multimodal AI makes sense of all content types. #FromNoviceToAIExpert #LeanIntoAI
10/100 Learn AI agents: These don't just chat. They act! AI Agent frameworks let AI browse sites, run code, send emails, and use apps. They set goals and break them into steps. Ask “Plan my trip to Nairobi” and the agent books flights and hotels. #FromNoviceToAIExpert #LeanIntoAI
9/100 Learn vector databases: Traditional databases match words exactly. Vector databases match meanings. Search “heart attack” → get “cardiac arrest.” That’s how AI surfaces the right info from huge datasets and powers smart search. #FromNoviceToAIExpert #LeanIntoAI
I'm experimenting with Google's Agent Development Kit(ADK) and using Gemini API. Let me tell you Maina, I got stuck and frustrated coz I couldn't authenticate the API key on Kaggle Notebook only to switch to Colab Notebook and it works! Anyway, the gospel is: #LeanIntoAI
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